{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2c1d3c1b-6200-4e7e-a3cd-c59a001aae25",
   "metadata": {},
   "source": [
    "## 数据预处理 \n",
    "nii图像大小 1024*1024*z,将图像和Mask都统一缩放到128x128x64大小，采用窗宽窗位截断(窗位40，窗宽330)，归一化采用均值方差方式归一化\n",
    "\n",
    "生成一个只有0，1，2标签的Mask\n",
    "背景为0，颌下腺Submandibular左右合并为1，腮腺Parotid左右合并为2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4a0a1f93-7f21-420e-95a7-548bc934ab64",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['TF_FORCE_GPU_ALLOW_GROWTH']='true'\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "effa0e67-2ef4-4145-bf8a-61f984ef9113",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "\n",
    "from nibabel.viewers import OrthoSlicer3D\n",
    "from nibabel import nifti1\n",
    "import nibabel as nib\n",
    "\n",
    "import glob\n",
    "import random\n",
    "\n",
    "from scipy.ndimage import binary_fill_holes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6d4e7ded-d13e-4d02-b9ee-817ddbe62dbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_width = 330\n",
    "window_center = 40\n",
    "SIZE = 128\n",
    "keywords = [\"Submandibular_L\",\"Submandibular_R\",\"Parotid_L\",\"Parotid_R\"]\n",
    "#CT图用线性插值\n",
    "#mask用最邻近插值\n",
    "\n",
    "ROIx = 530\n",
    "ROIy = 480\n",
    "ROIrange = 256\n",
    "\n",
    "py = 0.2#0.22#y取原图竖的，越大越偏下\n",
    "px = 0.25#0.28\n",
    "prange = 0.5#0.44"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3d9fd00f-51c1-49a6-bbe5-a2609c775c84",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_root= Path(\"../data0_link/yhs_data/NPC_Dataset/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "0a8f4682-5363-429a-8f46-ab0bf652eb9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "79\n",
      "75\n",
      "1 5\n",
      "['../data0_link/yhs_data/NPC_Dataset/train/image/0035.nii.gz', '../data0_link/yhs_data/NPC_Dataset/train/image/0006.nii.gz', '../data0_link/yhs_data/NPC_Dataset/train/image/0013.nii.gz', '../data0_link/yhs_data/NPC_Dataset/train/image/0014.nii.gz', '../data0_link/yhs_data/NPC_Dataset/train/image/0065.nii.gz']\n"
     ]
    }
   ],
   "source": [
    "## 搜索数据\n",
    "all_data= glob.glob(os.path.join(\"../data0_link/yhs_data/NPC_Dataset/train/image/*.nii.gz\"))#79\n",
    "print(len(all_data))\n",
    "random.shuffle(all_data)\n",
    "\n",
    "print(len(all_data))\n",
    "val_root = all_data[0:1]\n",
    "train_root = all_data[8:8+5]\n",
    "\n",
    "print(len(val_root),len(train_root))\n",
    "print(train_root)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "f1d3b16c-0f92-49e3-8279-f65d7383a55b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def search_slice(mask):\n",
    "    min_slice = 0\n",
    "    #print('-----------------------------------------------------',mask.shape[2])\n",
    "    for i in range(mask.shape[2]):\n",
    "        if tf.reduce_max(mask.dataobj[...,i]) == 1:\n",
    "            min_slice = i\n",
    "            break\n",
    "    print('-------------------------------------------------------',min_slice)\n",
    "    return min_slice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "6e0352b1-31d8-4130-9285-759339af0e95",
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取nii 返回CT图和标签叠加\n",
    "def load_img(tensor_dir):\n",
    "    \n",
    "    #mask\n",
    "    label = tf.strings.split(tensor_dir,os.sep)[-1]#0000.nii.gz\n",
    "    train_val = tf.strings.split(tensor_dir,os.sep)[-3]#train/val\n",
    "    label = tf.strings.split(label,'.')[0]#0000\n",
    "    label = tf.constant(str(data_root) + '/' +train_val + '/groundtruth/' + label)\n",
    "    label = label.numpy()\n",
    "    label = label.decode(\"utf-8\")\n",
    "    \n",
    "    #合并4个mask\n",
    "    mask = np.zeros((128,128,60))\n",
    "    i = 0\n",
    "    min_slice = 0\n",
    "    all_range = 0\n",
    "    for kw in keywords:\n",
    "        label_dir = str(label + '/' + kw + '.nii.gz')\n",
    "        mask_data = nib.load(label_dir)\n",
    "        \n",
    "        #取切片\n",
    "        if i == 0:\n",
    "            min_slice = search_slice(mask_data)\n",
    "            all_range = mask_data.shape[0]\n",
    "            x1 = np.floor(all_range*px).astype(np.int32)\n",
    "            x2 = np.floor(all_range*(px+prange)).astype(np.int32)\n",
    "            y1 = np.floor(all_range*py).astype(np.int32)\n",
    "            y2 = np.floor(all_range*(py+prange)).astype(np.int32)\n",
    "        mask_img = mask_data.dataobj[...,min_slice-16:min_slice-16+60] \n",
    "        mask_img = tf.cast(mask_img,dtype=tf.int32)\n",
    "        \n",
    "        #取ROI \n",
    "        ROI_mask_img = mask_img[x1:x2,y1:y2,:]\n",
    "        \n",
    "        mask_img = tf.image.resize(ROI_mask_img,(SIZE,SIZE),method='nearest')\n",
    "        \n",
    "        mask += mask_img*(i // 2 + 1)\n",
    "        i += 1\n",
    "        \n",
    "    #CT\n",
    "    tensor_dir_ = tensor_dir.numpy()\n",
    "    tensor_dir_ = tensor_dir_.decode(\"utf-8\")\n",
    "    \n",
    "    ori_data = nib.load(tensor_dir_)\n",
    "    ori_img = ori_data.dataobj[...,min_slice-16:min_slice-16+60] \n",
    "    \n",
    "    #取ROI \n",
    "    ROI_ori_img = ori_img[x1:x2,y1:y2,:]\n",
    "    \n",
    "    ori_img = tf.image.resize(ROI_ori_img,(SIZE,SIZE),method='bilinear')\n",
    "    print('load_process = ',ori_img.shape,mask.shape)#(128, 128, 60) (128, 128, 60)\n",
    "    return ori_img,mask\n",
    "\n",
    "def load_process(ori_filename): \n",
    "    [X,Y] = tf.py_function(load_img,inp=[ori_filename],Tout=[tf.float32,tf.int32])\n",
    "    return X,Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "4c38513a-5488-484b-92af-ac30242ea1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#调整图像窗宽窗位\n",
    "#resize\n",
    "def window_transform(ct_array,mask_array):\n",
    "    \n",
    "    ct_array = ct_array.numpy()\n",
    "    \n",
    "    #窗宽窗位 已经归一化了\n",
    "    min_window = float(window_center) - 0.5*float(window_width)\n",
    "    new_img = (ct_array - min_window) / float(window_width)\n",
    "    new_img[new_img < 0] = 0\n",
    "    new_img[new_img > 1] = 1\n",
    "    \n",
    "    new_img = (new_img - np.mean(new_img)) / np.std(new_img)\n",
    "    print('mean_std1 = ',np.mean(new_img),np.std(new_img))\n",
    "    \n",
    "    new_mask = mask_array\n",
    "    \n",
    "    print('tfpy_window_transform = ',new_img.shape,new_mask.shape)#(128, 128, 60) (128, 128, 60)\n",
    "    return new_img,new_mask\n",
    "\n",
    "def tfpy_window_transform(ori_filename,Y):\n",
    "    [X,Y] = tf.py_function(window_transform,inp=[ori_filename,Y],Tout=[tf.float32,tf.int32])\n",
    "    return X,Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "8d55795f-9853-465f-bf8a-b815aef135a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tfpy2_transform(X,Y):\n",
    "    X = tf.expand_dims(X,-1)\n",
    "    X = tf.transpose(X, perm=[2,0,1,3])\n",
    "    Y = tf.transpose(Y, perm=[2,0,1])\n",
    "    return X,Y\n",
    "def tfpy_transform(ori_filename,Y):\n",
    "    [X,Y] = tf.py_function(tfpy2_transform,inp=[ori_filename,Y],Tout=[tf.float32,tf.int32])\n",
    "    Y = tf.one_hot(indices=Y, depth=3, on_value=1.0, off_value=0.0, axis=-1)\n",
    "    return X,Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "629398dd-b97a-4797-a0cc-449aa8d67562",
   "metadata": {},
   "outputs": [],
   "source": [
    "from albumentations import (\n",
    "    Compose, VerticalFlip, HorizontalFlip,ShiftScaleRotate,RandomRotate90\n",
    ")\n",
    "\n",
    "transforms = Compose([\n",
    "            HorizontalFlip(always_apply = False,p = 0.5),#水平翻转\n",
    "            VerticalFlip(always_apply = False,p = 0.5),#垂直翻转\n",
    "            #平移、缩放、旋转\n",
    "            ShiftScaleRotate(shift_limit=0.1, scale_limit=0, rotate_limit=0, interpolation=1, border_mode=4, value=None, mask_value=None, always_apply=False, p=0.5),\n",
    "            #旋转90°\n",
    "            RandomRotate90(always_apply=False, p=0.5)\n",
    "        ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "0e5f5c7f-7eb7-481e-8f69-380c13c7c48d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tfpy2_arg(X,Y):\n",
    "    aug_data = transforms(image=X.numpy(),mask=Y.numpy())\n",
    "    aug_img = aug_data[\"image\"]\n",
    "    aug_mask= aug_data[\"mask\"]\n",
    "    \n",
    "    return aug_img,aug_mask\n",
    "def tfpy_arg(ori_filename,Y):\n",
    "    [X,Y] = tf.py_function(tfpy2_arg,inp=[ori_filename,Y],Tout=[tf.float32,tf.int32])\n",
    "    return X,Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "0fa2cefc-a106-4bf4-9f6b-3c7007f68220",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = tf.data.Dataset.list_files(train_root)\n",
    "train_dataset= train_dataset.shuffle(10)\\\n",
    "    .map(load_process, num_parallel_calls=tf.data.AUTOTUNE)\\\n",
    "    .map(tfpy_window_transform, num_parallel_calls=tf.data.AUTOTUNE)\\\n",
    "    .cache()\\\n",
    "    .map(tfpy_arg, num_parallel_calls=tf.data.AUTOTUNE)\\\n",
    "    .map(tfpy_transform, num_parallel_calls=tf.data.AUTOTUNE)\\\n",
    "    .batch(1)\\\n",
    "    .prefetch(tf.data.AUTOTUNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "65238ce6-7d4b-4178-a2ee-5f1d55ef9fd9",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([  1  60 128 128   1], shape=(5,), dtype=int32) tf.Tensor([  1  60 128 128   3], shape=(5,), dtype=int32)\n",
      "arg =  (1, 60, 128, 128)\n",
      "(1, 60, 128, 128, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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0YcanpmnC6XQiGo0ikUig0+no2PEGoZO5exAWi0X+b5om4vE4FhcXYbVasbm5iUqlIp0yGgRpJaFQCF7vdkDZ7XaRy+Wu6MjRidGBApDh8UajgVqthsXFRVy8eBHlchmJRALlchmdTkcoLMC2s3S5XJIsmqaJjY0NZLNZLC8v48UXX8TMzAz8fj++973vaTUxjb0NixWGffuWeeG/sOPyV34HgPXaz9HQ0IBhGBL8maaJWCyG2dlZWK1WZDIZ1Ot1dLtdtFotCfCsVisef/xxfOELX4DL5QKw7dMKhcKIT2PHYNynUQyl3W6jVqshkUjg0qVLqFariEQiqFarkrSpPs3pdIpPA4BMJoN8Po/V1VV89rOfRTqdhsfjwWuvvaZ9msZdxXgh49ixY4jH47BarahUKiiVSqhWq7hw4YLEb7TDAwcO4Ktf/SqcTif8fj+8Xq/QKoGdGTv1tbhbjk0Fxn0A0Ol0hN3VbrdRKBTQarWwf/9+1Go1LC0todlsSsOAiR0bAtR5WF9fx2c+8xmhYn73u9/VdnYD0MncPYif/dmfRSgUQrlcxunTp9FqtXDq1CnY7faR2TfTNGGz2eBwOJBMJuX3g8EAdrtdWuHjBq921FSqisfjQafTQaVSQbFYFKrmYDBAIpGQx1LhyGazodfrYW1tDdVqVXbUUbL21VdfxdGjR7F//35MTEzgO9/5Dra2tu7KZ6qhcaso/NpT+F/+238JAFiwfQ/Xm4nT0NDYxhe/+EUEg0FUKhWcP38e7XYb58+fh81mk+IlfdqRI0fwUz/1U4jFYvB4PDJOYLfbZcbmaj6NPoq/c7vdIoZSqVQQDAYRCAQwHA7hcDhGfCEpY/1+H1tbW6jVaiIexmO/+eabOHToEObm5hCPx/Hqq68il8vdlc9U48GG3W7HSy+9hFarhU6nI9TIy5cvo1gsol6vS0HC5/PB5XKNNApCoRBisRgcDockagDEvmhvwHYxptPpSMGk3+/LzBw737Q5xofD4RBra2tSiKHQUK/XE6ETh8MBu90ugnm03XfeeQcHDhzA9PQ0fvZnf1bb2Q1AJ3N3ERwEpTNhl40qXKwcOhwOBAIBoU7S4bDaabPZYLfbR3bssA0OYKTqyKqnaoRU6jJNU9YX1Go1TExMwO/3i+qQWolRHZ/D4UAul8PGxoacAxdMbm5uAgAmJiZw7NgxRCIRnD59+tP+qDU0bhl9t4HPuvidTuQ0NMYRjUaRSqXQ7/dHvur1OtrtNur1Onq9Hux2O7xer/g0FiEBYGZmBouLi+J32A3gFzDajVOZIUzmBoMBut3uiE9rNBoIBoPw+/3iE8c7eoZhiE+jMITq09rtNrLZLIBt8ZSDBw8iGAziwoULn/ZHrfEAIxQKCUWS8Vu1WpXiA3UTqBrJa55xYbvdll1yTMKYzKn/0t4MwxClctXu1DiSiV+/34fT6RT9BSZx6kgOi/5kgpH+ya5hu93G1tYW+v0+kskk9u3bh2QyiXq9jrW1Na12uQt0MvcpgkmWw+EAAKTTaRw/flxm36gQyXUClE/m0HcgEBCHRkOjAdAg+v3+SPIFQFriqgGqBkWjIjjD4PP5kEwmxRh5TFZu1C6gx+NBvV4XR2qxWDAYDLC1tYV6vQ6Px4OFhQX4fD4sLS3JTUAbpYaGhsbehdVqlVnsZDKJI0eOoNVqyfxbu91GqVQa2XXq8/kQiUTg9XpHfInFYkE6nUYqlRLqJTBK+WIxkUmY6tPUwijn4CjUMBgM4PP5EI1GR7oUaiJH38qVBa1WC5VKRY4zHA6RzWbRaDTgcrkwOzsLn88nS8k5+6OhcTvBLhmLDaFQCDMzM6hUKlIoqVQqALZn1oLBIGKxGNxuN1wu18gqAqvVinK5jFAoJLEcCylqIkd7VOfkVPBaVxsL/DmwvTprenoaPt924ZNMMNUes9ksMpmM7ChmUYarRCqVCpxOJ6ampgAApVIJ5XIZjUZDr74ag07mPkW43W6kUil85jOfgWma6PV6KBaLuHjxoswKeL1epNNpeL1eGQSlQpDT6RSxEzrBZrOJUqkkCaJaHWGFRq1aMkEEth1ksVgUigkpm263G4888oioGqkJHAAxRjrU/fv3Y3JyEul0Gi+//DLK5bJURVl5KRQKmJ+fRzKZxC//8i+jUCjg7Nmz+PDDDz/9P4SGhoaGxi3D7XYjkUjgscceky5BuVzGysoKWq0WBoMBXC4XJiYmRFwhFArB5XLJ+pxarYZerycJVjQaHSl6qgyS3XwafQ0ACVTp06xWq+xjPX78uKw3AHbm+BiwMtgFgLm5OUxMTCCRSOD111+XOXXTNNFsNtFoNFAqlTA9PY14PI6f+7mfQ7FYxKVLl/DRRx/dhb+Exv2MY8eOIZlMwuVy4dKlS6jX6zh16hT6/T5cLhe8Xi+OHDkCj8cD0zTR6XRw8OBBuN1u2O32kXEaKkf2+31861vfws/93M+JEBCLJ2RdqRinMjN5a7VaYkd2ux2pVArvvPMOVldX4ff75flutxvATlPDYrGICEssFsOJEyeElcakr9Fo4K233kIymUQsFsP09DS+9KUv4ezZszhx4sSn8MnvHehk7lPE4cOHkUgkUK1WR4a4HQ4HYrEYAoEAIpGISC87HA5xSEycWMGk0Xq9Xvj9fuRyOZTLZamWsJ1N7rJKFaERspMHQCo3kUhE6JWcwWu1WiMKR2q7nl1Aq9WKqakpLC4uYnNzE5ubm+j3+zLbMBwOpUtXqVQwOTmJ+fl5BINBvP7663rAVeOeR/o7OTza/z/gP/7j/xvm7bdOs/zsB38Nnd+bQKj11m04Ow2NTx/79u1DPB5HvV6XPW7AdqEwlUrB7/eLaqXT6ZSRAHYI1I4XFSYbjQZ+9KMf4emnnxZ/R7+2m08DdoqYrP4DEApnNpvFxsYGXC6X+C7O/+zm01QBlYmJCczPzyOTySCXy13h03K5HOr1OqrVKiYmJjA9PQ2/3493331X+zSNW4LT6YTH48HMzAxcLheq1aoI4DkcDqRSKYTDYbjdbrjdbkQikRFdBRb8AYzEfaqSuc1mw3e/+13Mzs4KPVqdn1MTOpVyqdKiuVuONpFOp3Hu3LmRBgPtXS3CABAK6NTUFBqNBnK5HHK5nCR07BBWKhWhkk5OTiIcDuOZZ57BW2+9pe3sY+hk7g6DSVm/30cgEIDD4UCpVEK9XhcqB+mM0WgUkUhEEimbzTai2tXv9+F2u0W+FYBUHavVqlBR2IqnYpBKQ1E7bO12e6RFHggEZA8PFb2oSqR27trt9shSclZZ2fo3TVP23tHp9no9NJtNoY8GAgEEAgHMzMzIwK7aNdTQuNcwOHMeE5dX8Q++9jfw30x/G593X7m38UbxT7PHUPjPKUz9r6/dxjPU0Ljz4P2+3+/D5/PBbrcL3ctms8Hlcom4QjgcFoVlJnGqcAn9m2maEvz1ej1RRWZwqiZ1TALHfRo7EgxADcOQJLNUKsHr9crurGKxKD7NbreLgATn051OJ+x2O4LBINLpNIbDoXTk1ESSwg3dbhd+v1/mhFZXV0UBWkPjRmG326WbZrPZRGmSawUqlYokQLFYDJOTk3C5XLLjjZoKtBF1vQALF8BOImcYBtbW1iTZi0QiAHb2Naq2pGovkM5ssVjgcrlkBGg4HMpc7GAwQL1el/fGFQZMvoLBIHw+HxwOB4LBIJLJpOx5pNAeO3TjoimxWAzxeBzxeFwSvQcdOpm7w5idncX09DRyuRw2NzexuroK0zSRSqUQj8eRTqcRCATg8Xjgdrvh9XrFKNQ1AFSuBHa4ytwfwu9Vhctut4terwe32y3fczgWgNBher2e/P7gwYMyFAtAzvnMmTNot9sIhUKYnZ3Fe++9JzN1jz/+OPbt24dwOAyHw4F9+/ZJ8nr58mW0222hvPB9lUolnDlzBrOzs9i3bx9+5md+Bi+//LKmp2jc8xi22xh+bhN/91/9Gi7/zNc/0TE6Zg/v/s1DmDqjEzmNvYfJyUmkUikUi0Xk83lsbW3JCh1++f3+kXkdBpIMzgjO29HfkQHS6XTw7/7dv8Ojjz6Khx9+WJSTu92uKFxy5psBKiv4nBvvdDp47733YLPZEAwGYRgGMpkMstmsSLUHAgFMTk7i1KlTME0THo8Hx44dw+zsLILBIOx2O2ZmZoSqtrKyIkJlTCKHw6GodE5NTWFubg4/+ZM/iddeew2XLl26W38mjT2ISCSCxcVFTE5OIp/PI5fLYXl5GcC2rbhcLhw4cAB+vx8ejwcTExMj4y9qB05dBcI4D8AIpZlrQs6ePYv33nsP/+gf/SNRx1TjRWC7ccCkkp1tJp+GYUj3/etf/7qox54/f17m21SRP5vNhieffFLiRZvNhlgshl6vN7I3me+bTYler4fl5WVUKhXE43G8+OKLeOONN3Dx4sVP6090z0Inc3cAMzMzOH78ODY3N9FsNnHp0iUMBgMZSo3H41K9jEajCIVCwuWn+AgrIayoANs7dujsAIhjpEElEglEo1HU63U0Gg30+32k02nY7XYUCgWsr6+PdPusVqucz759+zAxMSEzcr1eT+gpHGInfXNmZkYqrolEQtSRWN2cmJiAw+FAq9VCoVBAvV6X+QnDMOByudBqtXDp0iVkMhkcPnwYjz76KA4ePIiXX34ZzWbzit14Ghr3A/7OygtY/0cLsFw6e7dPRUPjhpFOp3HkyBHkcjk0Gg2srKzANE34/X5EIhGEw2Gp0IfDYQQCAfFn9Gmk+as+jcqWAGQWzjAMOBwOqcBPTU2h2Wyi2WzCZrMhkUjAbrejXC6j2WxKYgdARgXq9To++OADeDweec1utysKlfRXnLlLp9MIhUIIBoOIRCJCxex2u7Db7YjH48JKoQADO4WGYcDpdKLdbmNlZQX5fB779+/H0aNHsW/fPrz++utoNpuaDqZxTczNzSEQCKDf7+PEiRNoNpuSeEUiEem8cbQmGAyOrOpQC/+8LsmmcjqdQiW2WCwolUoAIIWUaDQKu92OaDSKQqEAm82GZDIp4nr5fP6KHZCBQEDsPxgM4ty5czhx4gQGgwGazSbK5TIKhcKIwubs7Czi8TgikYh0wHmubrcb8XgcwDZrzGq1ig1SjMXhcGAwGMhsXbfbxczMDA4cOIBarYaTJ0+iVqvdtb/h3YRO5m4zkskkQqHQSHvaZrMhHo9L29w0TUSjUWkzs9KoVlXo/LjMW13YyGOqe+KYLKmzcXa7HS6XS5IndfccsM1XjkajSCaT4qxIVdnY2ECxWESj0RBaJ4dV0+m0LJnkUDsAoWxyyJ0KRByM7/f7I3N/pKhsbm4imUzC4XDg4MGDKJVKqFQqyOfzd+EvqKFx57DWCMHy2kmY13+ohsY9Ac5zs8DGHaMcG2AyFgqFRlgmu+05pU9Tu1r0aXw8fRrZJOqsHH0akydSN9VkLhwOy2uyINrr9bC1tYVKpYJWqyW0To/Hg0QigWQyKb6YQTMA6SLw/aZSKQA7a35UP08KZ6/XQyaTEZ+6sLCASqWCarUqQbSGBrB9vTqdTmE28ZonZdnn88Hn841cg4y9OIPKuFFVZ2WMON6p4+OcTqfYDONIdp9VLQc2C2w2G5rN5shxeO7BYBBra2tYX19HPp9HsVhENptFoVAQGw0EAohGo5icnJS4V90xyXUEXKkwMTGBXC43spRcLYYMh0N0Oh2Uy2Wx10gkgtnZWeRyOWQymU/nD3gPQSdztwHqfozFxUUAwMrKCjqdDjweD0KhEA4cOIBSqYRms4lKpYJHHnlE5s0oZqJWLJkAMVmyWq0jTs3j8UinjIkRKyfAqOIkHaDX65U5OiaDyWQSExMTCIfD4oyolMTKkGEY8Pv9mJ6extGjRxEOh0f2/fC993o9oZ+43W4sLi7K+2CFhQkdv7rdLi5fvoxGo4F4PI6nn34a2WwWy8vLKJfLWuZZ475BadBEvetA4G6fiIbGdaD6tLm5OVgsFqyvr6Pb7UqnYN++fSiVSiKLfuTIEam2c7Zb9WmkSXEmiD6NxUeXyyVJHH1RrVYT2XIAIz6Nr8PCp9VqRa/XQygUgtVqhd/vl+Jko9HAuXPnJNkyDAM+nw+pVAoHDx5EIBAYEYtggkifRkbJ3Nyc+LRer4dOpyOze+rOurW1NbRaLcRiMTzyyCPCjKlWq5p1oiGgLR0+fBgXL14UZVcWxNnxprhQKBSSLh1plwBGiiWMyfg7AFeIBlHNkk2AdrstIzBMJHktA5Dixvh6Atrtj370IxSLRQyHQywvL2NrawvVahX9fh/RaBTT09M4fPgwvF7vyHHV3Y6NRkMSv4WFBTkvdhx5ryC4k7nb7aJcLuPYsWM4duyYJJUPmp0Z6ofziQ5gGFYAbwNYN03zK4ZhzAP4AwBRAO8A+GXTNLvXOcaeLVRbLBY8++yzmJiYQD6fRz6fl/0XBw4ckAoKB0OdTidSqRQWFxfh9Xql+sFqJOfgVPUffk/ecSgUwuc//3k5ByZS3/72t/Hyyy9jaWlJKizNZnNkqSOrPxaLBfv378fc3JwkkxsbG1haWsLly5cl8QK2DfnFF19EMpmEx+ORlrdaWeV5qI4NAJaWlqRq0263xfGrS19Z6SGdZW5uTgbm//iP/xitVuvT/JPeTrxjmuYTt+NAt8POACBgRMynjc9f72Ea18G5f/XUTc/MPf2P//eIfvMsBro6f9vxXfMb95St7XWf9sQTTyAajYp4CBOg+fl5KTAy2CL1cWFhQRI1YKeSThGT3bpx7G4FAgE899xzAHYC036/L35ibW1NkigGoACECUKfNjc3h9deew3ZbBbdbhdbW1tYX1/HysrKiNKlzWbDc889JyMPnE8f92njiRoArK2tiUAL54eq1epIl4HPt9vtiEQimJ6ehsfjgc1mw1/8xV/sZcEGbWe3CU6nE0ePHoXX68XS0pKsvqD9ccbMZrOh3+/D7/fj0KFDInjicDhGkiu1G6fCMAyJ59jpevTRRxGJRODz+eQaLxQK+I3f+A38/M//vKw1IGVTbRKwszczM4N8Po/vf//7KBaLYmvLy8swTRMulwvT09N4+OGH5XWYmPFYarFe3RvpcDhQr9dRLBbxwQcfoN/vi3geKc78rADImgPOurrdbnzve99DrVbbqw2Bm7az29GZ+4cAzgBScP6fAPwL0zT/wDCMfwXg1wD8y9vwOvccbDYbjhw5Arvdjmq1KpUIv9+PZDKJcDgsFUhgW8KVald+v18Us9SZAofDAa/XC6/XK92yccdCY1bhdDrx6KOPwuFw4Hd/93elcqg6MAByfMrZNhoNNBoNdDodXLp0SRaWq3MIpJ+ovOvdFkmyKtTpdNBqtVCtVmWYld1EVk9VVSM1CSQNJRQKIR6P46mnnsLly5exsrJyh/6KewYPrJ3di5j5C2Ch+7/D+Z//l7Aalms+9o32AP/l7/1XWHgzqxO5vYEH1tZsNhv2798Pm82GRqOBer0+smw7GAxKwGi324Vqn0qlRNmSCpH0O5zpdrvdCIVCuxYAGZyq4EgCqY7sqpGhwuTKbrcLU+XVV1/FysoKarUaOp0OVlZWhOHBxBCAUEHpn+nT+EWQ4cJAsl6vS/eE3Q+10Kr6NDJPuMyZ83jHjx/H6uoqNjY27uwf897HA2lnwWBQBHlYDOj3+9KVisfjcr1R8CeRSCASiUghhcqrqviJ0+kU6nA4HB5RrmSzgNdlPB4XpXUVf/Nv/k3RWej3+yJOwtk6YNveEomE3CMuXbokKxNqtZpQnFUqtqoFoRbxaZNM9FT7o65EMpmUrh/3RqoUZz6/1Wphc3MTtVoNoVAIi4uLaDabqNVqIiJzP+OWkjnDMKYAvATgfwTwj4ztv8JPAPhbHz/k3wL4H3CfGSQvbu4AqdVqKBaLqNfr8Hg8iMVimJubEyOi6g9FQ7hAlcbHyiAAkUPm424G8/Pz8Pv9+L3f+z2ZC2C1RlXH9Pl8CAQCsFqtKJVK6HQ6aDabWFtbk6WRqmPjEPm4WtK43K3aZev1ejKgTglb3nhUaox6gzE/3jFEpzkcDnHw4EFZrv6gDpE/qHZ2L8P152/h0MUD6P/8AFZcPZl7p9PF/7z+Zcz+X17Hg0X62Jt4UG2N1Hu3243JyUlZLVOv1+H1eqW7xNkwBmvBYBCBQACxWEyCQwouqFQqrqJJJBI3dV7qjPi4Cqbq0yhY8s4774i4SbvdxtbWlijvqYGvy+Ua6RaqPm18xo/nMBgMUK1WZZxB9WmkiAIYmV03P15fQB9rmibm5+fR7/dRqVTkZw8aHjQ7Y+LicrkQDocRi8XQ7/dRrValeM5Ebnp6Gqurq9KBpmy/msw5nU4pJACQYjlXa6TT6Zs+R4/Hg69+9avY2tqSAj9nUgGMrCKIRCIikLe+vi6dRQBC0eRMHWNE2pla8FB3NvIz4ggQmWShUAi1Wk0o1jzmeOzY7/eRz+dRq9XQaDRw+PBh+YwLhcJIR/9+xK125n4LwP8ZANe8RwGUTdNkX3MNwORuTzQM49cB/Potvv5dwdTUlKg/njx5Ui5ij8eDH/uxH5OqC6WS6/U6HA6HbLFnpSWdTotIyO2CxWJBMBiE0+lEt9sVARPSLtPptNA7e70ezp8/L7RHVj3Z0ibt0+v1otlswuPxCM1SraCoCdZgMIDT6UQymRTZaD6WqxB4E6LKpZoksrpZKBSQzWbR7/eRSqXw1a9+Fd/85jdRr9f3atv8VvBb+IR2BozamgueO3eWGlfgv/j6f42pf/763T4NjRvHb+EB9GmpVAozMzOIx+M4e/asFPW8Xi+eeuqpkT1S1WoVzWYTdrsdsVhMgsxoNIpEIiEiIbcLFosFfr8fLpdL9pUCEJ+WTCbxyiuv4IMPPoBpmlhaWpL9VvQnZKqwC+jxeNBut9FsNkcSsd18Gp8TjUZHViEAkC4d55OazeYVPo2JX6lUQj6fR7/fRyKRwMzMDL73ve+NjEI8QPgtPEB2xjUCzz77rGgCUHGclMWDBw9KXKR2uI8fP45oNCrJGmc9p6en78i5stARCAQkDiRrjCJHPp8Pv/Vbv4U333wTq6ur0jVjUQjYLrhwLQG7iOPFFz6W4DE4D6fSJGlTPBZFWdSEjh060pgTiQTi8Th+6qd+Cq+99hrW19fvyGd2L+ATJ3OGYXwFQNY0zXcMw/jczT7fNM2vA/j6x8faE6WpUCgkSVyn08HFixfR7/el0rJ//36k0+mRCh7lVg8fPoyHHnoIkUhEWsVc/H07UK1W8f777+PUqVOy6mA4HKJcLgs1k3RJyjEXCgXE43FRUvrwww9FYIWJXDgcxuLiosy6+f3+EboKsKPkpVY9rFYrgsGgLAoPBoMIh8Mol8vY2NiQjh+50bxhcL6Cx1tdXUW73UY8HsfnPvc5nDt3DltbWygWi7fts7uXcat2BozaWsCI7Alb2+vIDhr4yn//G5h9LYPBA1h534t4EH1aIBCQJK7X68lsGcUX5ubmkEgkYJqmyIG7XC5Eo1Hs378fBw4cQCgUkuCKgeCtwjRN1Ot1nDlzBplMBi+99BKcTif6/b74CzJbvvWtb6FUKsHtdqPb7SIcDsuOuLNnz17h0/x+P+bn54UB4vf7RwRfgJ0dXepsDkVVSPcMBAJoNBqo1WrY3Nwc6Y6wiMoOJt/TcDjExsYG2u02IpEIPvOZz+DixYvI5/MjQi/3Mx5EO/P5fNi/fz+2trZE5REA9u3bh3g8jqmpKUlW3G43crkc5ufnMTk5iYceegiTk5Pwer1yHd7O2JFoNpv41re+hRdeeAHT09Mj+4kpZGK329FsNvGf/tN/gsPhwKFDhxCJRITVNRwO0Ww2JeEyDAPr6+vS3WeXXV1qzvdN+yCtmjFyoVCQ+4vD4RhhdbFpsRt1m6yzcrmM+fl5HDlyBBMTE3jnnXdu+2d3L+BWOnPPAfgZwzC+DMCFbd7zbwMIGYZh+7jCMgXgvkiFQ6EQYrEYotEobDYb6vW6dKtSqZRI9vNCpeKQ1+tFMBjEgQMHMD09LQu5bwWDwUCcBS/+QqGAtbU1bG5uwufzSaWQ/GKXyyUdw263K4Pjbrdb5gnUnSXD4VBm/Fwul6h2jVcQ6fQ486YOgXPvEL+3WCxXqG3SSMnpVtvnhmGg0WjIzGEkEkEikZDnFAqF+7pt/jEeKDvbKzAefQgbzwdh+Zhiearbwn+/8jPy+2Lbi+h/+BCDB3TnzR7FA2VrgUAAkUgEkUhEgrRmsykFyEQiITvdTNMUmiT3XC0sLAjT41ZBsS7e+weDgQRjXIvDdQTr6+sYDAYyO85uF2e6xwVN1BEBt9stx2KXTRVTUUcH+DvVp3HmXO3kjfs0AOLTVLom/99sNuWcWAhm3FAul7VPu4/sjB0u7oRjIscl2el0GvF4HMFgEJVKRajLhw8fRjqdFvZWIpEYUaf8pKBKLK8x9TqvVCpYXl7G888/L0V7ip/0ej1Uq1WYpolqtYqVlRXYbDaEQiEMBgNks1l5rNrVVgVUOGdKUJBF3ZGnfm4cQWIn3WKxiIgeY1G1k6d26IDtrny9Xkev10M4HEYkEkEsFkMqlUIul7vvuuGfOJkzTfO/BfDfAsDH1ZXfME3zlwzD+GMAfx3bqkS/AuBPb/007z6OHDmCYDAo3SJSL2ZnZ3HkyBHEYjEYhoFSqYRYLIZDhw7hs5/97BVt5NuBVquFjz76SNTE6vW63CSi0SiAHQnnaDSKTqcDACOGxKSO0tKtVmvkXMntDgQCKJfLMug+Pg+gVljUKiSHZxOJBAKBAJaXl6Uqwworv9RKDameaoW0Wq2KUR4+fBjz8/Mol8v4/ve/L8Pl9yseNDvbK/jo17248DP/DwAGBuYQ/+P6l9H4bE5+70QOD950597Gg2Zri4uLsj9uY2MDprm9TzSdTmNxcVEq6eVyGZFIBEeOHMFTTz0lapW3gvE5sXa7jUuXLgnFv9FooFQq4dlnn8Xjjz8OABIMv/LKK+LTmGhRFToQCAgNtNPpjIhEcJ7I7/ejUqmIEBgLiTyvcZ/G90uVvWg0Cp/Ph7W1NVmTwKIpi5rjPk19DcMwpBjc6/Wwb98+zM7Oolwu47XXXrvvlx4/KHZmfKzQffjwYTgcDllXxWvohRdekA5bq9USzYW5uTl87WtfuyOxY7fbxfr6usyPMSmq1+sjq6DIHgMg9Mjf//3fl/lTsrPURKzX612h0joYDBAKhUT9VrUz0pwtFosIpfBzo2KmxWJBIpGAz+eTWDeXy8kKE35GhmGM0JUZ6zLGvHz5Mvr9PiKRCD7/+c/jm9/85n3XCb8Te+b+MYA/MAzjnwF4D8C/vgOv8alg3759SKVSiMfjKBaLKBQKwvM9cOAA9u3bh1gsBpfLhVgshmeffVYUssh5vh3gslFWKrnfplKpiOIRL2Q6ZGBnX47H4xlZcsrqzNbWFjKZDFqtlqwq4MArnftwOJSWOyuWNFh+v76+jkajAYfDgbm5OXGsdGIWiwULCwv46KOPpKpCGiW7hEz03G63SPK22+2R4VbSU7iQ/Etf+hKWlpbw5ptv3pbPeY/hvrGzvYgj/9cVfOVf/ZJ8bzTaALRS5X2K+8bWZmdnRUyhVCqhWCyKT5ufn8fc3BxCoRCcTicikQieeOIJ6XhRle52gMEjBSDo07g3qtvtotVq4ZVXXsGbb74pgR47buyOsbrP4C6bzSKXy8kC4unpafFHW1tb8vqTk5NX7EgFdnza1tYWWq0W7HY7pqamJKFTuwmzs7O4fPmy+CmeH4/FQJezfnyPqk/LZDLodDrw+/1Ip9P43Oc+h9XVVZw4ceK2fM57DPeNnbHjvbCwgEwmg1KphH6/j4mJCUxOTopiZD6fF+ryL/7iLyKRSNxWO6OU/8rKily7nU5H5k1pN0wmKUDX7XbhcDjwjW98A9VqdaQDzU5bo9FAtVrF1taWzIUy1rTZbPB4PFhcXBQBvmazKeIowLYQntVqRa1Ww4kTJ7C4uAi/3y9sMXa6k8mk2K7NZkOpVBLKJeNHjvVQnEhtOvBzWF5eRiaTQTKZxHPPPYdMJoPTp0/LDO5ex225YkzT/M8A/vPH/78E4Knbcdy7DcrjAzuD1Ha7HZOTk7J6IJFIYGJiAolEArFYTJR2bgWq+hUplbVaDdVqVTpX/DmVu9SqB9vPKl2Rjo+Oi2pfLpcLbrcbfr9fKKAcfqdiJ5NCOqBCoSCLyPmYXq+HbDaLYDAow+oqPYX7drrdrih/kuYyrhw2ngyqbXN16erMzAzC4TCOHj2KM2fO3Pf0lPvVzvYi+ptbwObW9R+osSdxv9qa3+9HJBIBgJHiH8W5/H4/4vE4YrEYYrGYzFOP7666WbRaLQkaSank6gPe5weDgfi+brcriREFxABIJ4yjAGp3gT6NSn+kg5ofrwjgOgVW/OnTBoMBisWi/I4du263i3w+D7/fL6JhZLwwFggGg+h0OiiVSiNiDMCOP1NFG9RAE9ihgtF3TU1NIRQK4eDBgzh//vx9r958v9mZYRiIRCKIRqMyX8m1A/F4HKlUCuFwWNZucG+j0+nExMTErmM4TMCAbSGV66HdbkuXjTZRq9VG1hNwDo70R4qGDIdDfPTRR2i1WvB6vdja2hqhBTcaDTSbTUn4ut2u2IHL5ZI9kFxHMr5HuVwuw+l0SsxJKnSz2ZR9lhxNYhxtsVjg9XqFpUXbIb2S9sSEko0HtbvOBgZjY4/HA5fLhYWFBVy4cEHm7vYy7kRnbs9DHXb2+XxYXl4WOmAgEMCBAwcQiUQQCAQwMTGB48ePS9L3SaEmY+VyGeVyGblcThI1GiYdWKfTEfnYdrs9si+Ex1KlmGl4VLHkxcvFkYlEQmRc2XlzuVxioDTIbreLzc1NeL1ehEIh+Hw+2Yd35swZ2SPEiqTaBk8mk7BarVIN5g1KnVvg65KioPKah8OhdCbL5TLsdjtSqRQ+85nPYHl5WZJfDQ0NDY0dsHrt8/ngdruxsbEhPs3n82F+fh6hUAh+vx+xWAyHDx9GLBa7pddUfRr3sBaLxRF2hurTer0eGo2G+Cq1O0EfND6rxsex82WaJsLhsKwIYgdBVWdmpwyAFDdzuRw8Hg+CwaAEk6Zp4uLFiwgEAhgOhyIsBkC6etFoFBaLBeVyWRJGHlfdhcdgdNynmaYpPq1arcpowmOPPYb19fUHdh3PXgSLBalUStRfM5kM7HY7otEo5ufnEQ6HRyiKjz76KObm5nbtxDERoV2w87UbGENRbXZpaUkKJ7wGVdvpdrsSg5FtxW72iRMncO7cObjd7pH3ZrPZhCVGBXTuxnM6ndKAoEYDqZV8D71eD1tbW/D5fAgGgyMrrwDI+ikWYfg77rkEgFKpJJ1x7rtkN52rFEhxVrv2/HxYuLHZbIjH4zh48CByuZyw3PYyjHHu+l05iXtIkYiqO8ePH0e1WkWj0UCr1RKlytnZWRiGgWeffRaf+cxnRiSIbwUnT57E0tKSDFnTwTFBUSsb9Xod1WpVqi+maWJhYQFut1uWqy4vL0t1pVAowDAMuN1uHDlyRG4c7MCR118ul1EsFpHNZqVa6nK5sG/fPqlw1ut1/OhHP5LdQvF4XDjV3O9BxbBEIgGn0ykVFA7St9ttvPPOOygUCqjVarKygDN3qjJaJpMZGW5VFYvo+Pbv349EIoE33ngDH3744a1dALcX75im+cTdPgkVASNiPm18/m6fhobGbcV3zW/cU7Z2L/k0j8eDUCiEw4cPj1Cp5ufnkUwmMTk5CcMw8Pjjj+Oxxx67YvfaJ8WpU6ewtrYGACOz1BRgYKDH9T3NZlPYJwAwPT0tBcFOp4P19XW02214PB6USiUYxvaiZFK5GKQCkO5DvV5HqVRCoVAQdg2l4P1+v3QDT5w4IYvRI5GI+DSuz6EkfDQalQ4d6WSs+p86dUqoo5RU53wRfZrT6RTBlt18mhr4x2IxvPfeezh79uwt/R1uM7Sd7QJSehcWFiQ263a7iEajePTRR0VkiIlOKBTCSy+9JPHOblBtlUu+r2aTjUYDb7/9thRJ1OIHY0lVnITzapVKBaFQSBRa/X6/dO2GwyHOnTsHm80myraM3y5evCiKsTwe2WM+n0+0GDgPZ5rbO4TL5TJCoZAIwvB8qGpO29+3b58kfOp7ZtOAcbAqRqh2EGl3fI76ntTCVjQaxcGDB3Hy5Mk9b2e6M6dgcnJSqpObm5syS3D8+HFRorTb7fjsZz+L2dnZW+Y1ZzIZXLp0CRcuXJDZtWg0KhxedsU6nQ5arRaazSay2ax0z6iK5PV6RzjCnDuwWCwIhULCN3a5XCM0EHUOjlxmCqFwoHswGODixYvCT2bypfKtI5EI3G63UHJIveQqA7fbPdIldDgcQi9ghZg7V4Cd/UG9Xk9oLKTpqMUHVjNXVlYQDocxOTmJ4XCI06dP39LfRUNDQ+N+wMTEhOyFymQy6PV6sNlsOHr0KCYmJuD1emGz2fD0009jcnLylsVNcrkcVlZWsLS0hHw+j2aziUgkIoGW0+kUZgmFtwqFAur1ulC31NkbYDvJYcWfwWE2m5Vkjo8BMOKT6XOazaZ0EVg0XFlZke85+8MEq9vtIhQKSdDNGXi3241arQav1ytjBGTAOJ1OST4ZRLdaLVHwo69kwMyuCM+H74EJ5MbGBoLBoDBmLly4cEt/F407iwMHDkg3t1QqwWKxIBKJ4ODBgyIAAmzTnGdmZjA7OytrmHYD7UFlGo0/djAY4N1335XOMzvVqjK4WpRhYshEjrEYX4O0Y3adB4MBYrGY0BLVjlgwGJTkkkwvj8cjSSsTRMaLfF3GefV6XVRqmVSFw2GJT2nvjUZDOn98P+l0Gh6PB8VicYQe2W63r1CipdolO+XqV6PRgGEYKBaLmJiYgMfjwbvvvnvbr41PCzqZw47qUDweRyAQgNVqRTabhdvtRigUwoEDB0ToxG634+jRoyMt6E+CfD6PlZUVnD9/HidOnBDKi9vtRqFQwHA4FGNpNpuo1WrI5XKSzNFYOUSq8oPZBaMR8kaidvwoOEKwwsjhW6/XK4lkuVxGq9VCq9USERYAciwuE/f7/dLidjgcI8OodGg0yHg8LhVNVmNardaI+hePzffE11OdH4OBarUKv9+P2dlZncxpaGg80OD9PRaLwePxwGazIZ/Pw+Vywe/3Y25uTrpMdrsdBw8evCWfZpomisUi1tfXcfnyZZw+fVp8msfjQblchmmakuwwsMvlcigUCmg0GhJUshun0hR7vZ7MnpHCBUD2qQI74xEE6Wx8j1xZ0O12ZQ9su91GtVpFp9ORoJeMFM7dsbPmdDqF5qV21ejXIpHISBeAfwdVqEX1aQy6x6lwnU4HxWJREsepqSmdzN2jsFgsIoBHVlSn00E0GpX9cS6XS2YtE4kEpqenMTs7e9VjsqDAIjuAK6T7WYRYWlqSXcLpdFoUUmkvjMeAbYoiu32macLtdsPtdo/QLzudjthNv9+XuTbaGx/r9/vF9nj9c+TGMAzp8LlcLinSqArmrVZL4mmfzwev1zuS3LLITxqouiIkFApJwqkqvzJRpD2x0MJ7IQsr/B0797lcTmYZL168ONJY2EvQyRy2VXWoWlkqlYTX+9RTT+HgwYOyn2JmZkZkkm8V//pf/2sMBgNMTEzgiSeekIus3+8jEAigVqshk8mIYVmtVqysrKBer4vsv9frFRojnQGrldPT0wC2q5ILCwtCnWHrm0ZE6gkAqYpy/xCHvmk0xWIRq6urouDVbrdHqp0cIOd7IQVTfV2V6xyPxxEKheD1eoW3zNkKOsp8Pi+7gTwej6if0bCpknTmzBkcPHjwluc8NDQ0NPY6KGoSCoVQq9WwuroKr9eLRx55BAsLC7IUPJ1O4+GHH75lSiUA/OEf/iEGgwHi8Tgefvhh+Xm/34fP55PkjR0AwzCwubkpPo3CCAx+VRaG0+nE5OQkgO2i38zMjPgTJmJkhKh0sk6nIwIK4XBYEkWr1SqKmpubm1heXh5huzCxpE8jIpGIBMd8XQbqFosFsVgMgUAAbrdbEjKOawDb/rlQKEii6Ha7RQxM9WmtVgsXL16UOSuNexOBQAAPPfTQCNUvHA7j0KFDmJ6elvEUv9+PyclJPProo9ftfjOGI513fG0UAGSzWVy4cEGuIZVW2Gg0sL6+DofDIcX5SqWCjY0N1Go1mdXz+Xxy3TJh2tragsvlwnA4RDabFVEWJm5MlLi2ZDgcSjGfdmWz2aSTHYlEMDMzg3w+j3PnzmFlZUUEVIbDIYrFojQj+FyLxYL5+XkpmFitVjQaDaE1s8nCtVm5XE7e68bGhhSBmNhR/VZVpKWCummaWFtbg8PhwOTkJL74xS/ilVdeGVG+3St44JO5aDSKWCyG2dlZoYX4fD584QtfkHb4Cy+8IHz3W8GHH36IYrGIfr+PdDotlQNWAYbDoXTgSCtk54oqP+x+OZ1O9Ho9WagIYEQSmZQRViu5vmB6elrUwFT5VwCy/yQcDoujpIGxWxePx+F0OrGysiJV1WAwCKfTiWAwOLLIkaAxkTpZrVbh8XjkdScnJ6WSMxgMcOHCBRmyZeWn1+tJUkdVNPXmks/n4fV6kU6n8Tf+xt/AX/3VX+1Jg9TQ0NC4FYTDYYTDYUxNTYngiMfjwQsvvIDJyUlMTk7iqaeeEjr9rSRyH330kcxuJ5PJXX1ao9GQPajcRcXKuMfjke4X94+ymwdgZKE3j0nfRNpiOp2WkQGyQOhbuGKBjBu1oGi1WuF2u6VDubGxgUKhgFKpBJ/PJ3vpVJU8ngt9HLtujUZDmDQOhwMTExNCpxwOh1heXpZ5Ogab9GkMNFVhGAa6LpcLExMTeOmll/DWW28hl8uN/wk07hIWFhbg8/lEPMNqtSIWi+Hpp59GIBCAzWZDo9HAM888I/t2b3Q0h9cS2VeqjV6+fBnZbFbmMgGI8Mnq6qpQNMmCGgwG2NzcBADEYjFMTk5KIseOFwsJuVwOfr8fTqcToVBIrvFutyviQUzW1IXfaryogoliOBzGsWPH4PV6kc1mpdDBlVbValVEgtjBVhNNdb1HsViUDn0gEBA1zfX1dRiGgUqlIkUjdd8cqductwV2RJqozXD48GHpFLIAs1fwwCZzNptNkgjygQeDAYLBIGKxGBYWFjA3N4fp6Wkkk8lP/DqsEHAImzxfGhqlYVnlYEuaC0pVnnIymZTEyuFwSLfL6XSKg1DXE7DaQdqiCr6eqr6lUlJUiguFS6hQOTk5OTK8Xq1W4Xa7EY/HpUOnJoGqkatzEKQRcG6D59jr9YQSQzUvng9vhmy/q/MIXAQ7OzuLWCwmKx00NDQ07nfYbDaZg+MybHbFwuEwZmZmMDU1hXQ6jVgs9omTOCYwVKccV3Jk0U71aSp7Q1Vbjkaj4idsNpscRxVMUQMv3vPp31S6o8ViEXoZMOpjOC+u+lMWO10uF1KplBRAa7Ua6vU6KpWKrHFg940Bppow8vWYiHLmj8JfAKTwSsEVVe2S83zjq3pIA6vVapicnEQkEpF9YBp3D0zaWCDg3jOu9WD3lvY4MTGBSCQyojh+PaiiKPx/r9dDrVbD5uYmyuXyyH400nMBSEzFWI52xyIJqZO8Btm9Vsd2DMOQDh2po3xPqqossDOmpN5P1K46fx8IBBCPx6WgwznVdruNSqUi9yTaM78AyPFZrOG5OxwOSXbJVKPeQ7FYlPPkrDCp2rwf8TjcgddsNhGNRqVAs5fwwCZzHo8HL774IiqVCkqlEtbW1uD3+7G4uIhHHnkEU1NTePTRRzEzM3NLr0MDPHnypEjFslrJC0rl63PNAOcC/H6/XNR0ZqRJckCWFywvdL4uHUW9XhenRUdC46BRs8rJtrxaCVUdjcViwb59+4SK+dZbb0m3kfMZvBmQcslj8bjcSwdAEkS160lF0V6vh7W1NXkv5FmzMqRSS6m0mc1m0e12MTU1BQD3mrqlhoaGxh2By+XCc889J1R1jgvMz8/joYceQiqVwkMPPST3RhXjwdfVwOJko9HAqVOnpPNEtTpVGIv3Za7EcTqdsNvt8Hq9I7LjDN7sdrus4mGgpRYo6QccDoeIF3AmB9gR9FKr8ewoqJ07+kX6IGB7ZynX7Zw8eVKo/pFIZERCXd25N9494MgCZ4zU4N3n8yEUCok8O5NRjiowmR33aexqdrtdTExMwDRNnDt37pNeIhq3AS6XC4899hiKxaIUs2dmZjA9PY39+/cD2L42AoEAfuInfmJk5+4nBa+F8+fPY2VlRexOVULt9/tSfCBYWJmampJChrrY3jRNKca7XC7Mzs6i3W5LjMguX6/Xg9PpHLneGefRJtkQ4e95fGDnnkKBv0qlIo/rdrvY2tpCMpkc6dLzOWohhZ+/em9gghYIBOByuRCJROD3+/HOO+9I3MriP5PKSqUysjaB95D19XXMzMwgGAxiaWnplv5mnzYe2GSOF9HGxgYajQb8fj9+8id/ElNTU5icnMTnP//5qw6Eb2xsiLO62iCraZpYXl4WKmI2m0WhUBipntBB0MmQE0wO8XA4hM/nk4tarUiw8qkqFqmVR1Irc7mcLGiMx+P4pV/6pSsqRLVaDRcvXsTZs2fFkHmOAMQZk9Y4HA5ll0+z2cTFixdRLpfxzjvvYP/+/ZJoUf6ZMxB8D7y58fzV98vzD4fDOH78uCxjpfNjBSWdToviKIdqWUlZXl7GxMQEbDabTuY0NDQeGHS7XWSzWTQaDXi9XrzwwgtIJpOYmJjA888/D5fLdcVzTNMUpUtge3H1bgndcDjE+vo6CoUCyuUy8vk8yuWy+DT6nXGfpgaA9GmE6tPYhRsPBsd9GumHXq8X0WgUX/3qV6/wafV6XQTGVBVk+iGKhNHnkJXD5HB5eRmVSgUffPABZmdnxf9NTk6OqFnyPaiFS7VIyuMDQDAYxJEjR4SWx9flnF4ymZRiJOd9Wq0WgO0gM5FIwGaz6WTuLiIQCCAUCsmOX8YiDz30EHw+nxQejhw5gtnZ2WuuE7gZvPbaa9jc3BxRb+R1pXZz1a4WAIknTdNELpdDo9HAxsYGotHoyDXLZKnX60n3nAJBHo8H0WgUzz//PHw+n3SwqO56/vx5SZb4pVIcVREgq9WKZDIps6Jc5J3P53H+/HnE43EkEgkR/1FZc8AObZP3CR6fXX5SMkOhkCSJ+Xx+ZJ8lO5fctcd7Qq/Xw8bGBkKhEAAgnU4jk8nsmd3FD2QyF4vFEIvFsLW1JTfxmZkZpNNpzM/PY9++fcLfHYdKRRznBwMQTu76+jqWlpZQqVTQaDREkXI4HIpDVbnzBKtzanJGqImb6jhZJaEhUfZ5MBjI3prZ2VmRyR2vEtlsNszNzaFUKiGfz6NarYoDBjBSKeWNhB21VCqFQqEwQlHh4G6hUJAqC2Wc+d547vy5qopEakwgEEAqlUIul5N1CCpHmzQWnhc7gJlMBrFYDH6/H0ePHsW5c+dk/5CGhobG/YZIJIJIJIJcLiddgcnJyRH1PHVFDDFOr9+tgzAYDFCtVrG5uYm1tTXUajU0m020Wi0RJuA9nj5L7bipvolBHcFZG3XmRqVaEQz6yPDgKhqyRMZ9sdVqxdTUFMrlMkqlkgg/qO/vaj4tkUiIaiULiKRvlkol6bypCRufryajqr8DIAvak8mkKDCrc+30aaoaHz//QqEgHYdDhw7h4sWLI3GDxqcD7tdV10dFIpERkZC5uTlRR1Qpwp1O54aSO2oAMG7s9/tSoGHSptKMdyv283sez2KxiLZBrVYTGjDtUxUHUWnQtLNDhw5hampKOtPdbldE9Gw2G7a2tlAul0fGWtQkU7U9ivel02lZs8X1Bs1mU4ryPL/dmirq+2QMqdoZACSTSaGac9eyKpikzvrx8yL90+/3Y//+/SgWizqZu5cRi8UwNTUlu1zi8TgOHz6MVCqF2dlZHDhw4KrPNU1TZrxUVSImZa1WC6urq3j33Xexvr6OXq8nA9T8l9LE7LCxwkNnAOxUINRkhe3k3RwfbySUfVVVvKampnD48GE88cTuOwhdLhempqaQzWaF+qEqggEYSbj4ularFfF4XDjGlJseDAZwOp0ol8uyMJLHUKsqTEzppNmZBHaqnel0WmYHut2uVJBUoRW1emuaJgqFguw3evzxx7G8vKyTOQ0NjfsWkUgEExMTyGaz8Pv9iEajWFxcRCKRwNTUFPbt23fV55rmtkz5uE9T/cnGxgY++OAD6eCpxTMGRaqKnOrTxv2aKsVPeqWa0I37NAZ6ZKO43W5MTExg//79OH78+K7vicIh+Xxe5oLG5cbH59bo0yKRCMLhsMyzczzCbrdLoMdzV5NWtdjKIFIttHK+PZlMotfroV6vS+GSYhT8vOjv6dOKxSJarRbC4TCOHj0q4wcanx4cDgeCwSDC4TAymYys+aCWAa+fffv2IZFIiIgPsDNuw9Ucu0FdybS+vo5sNis72tQEX+0mA7giFlTjNGCnWxcMBkXcRE0qVQoyRUYYf6VSqWvGjn6/X3bRUcCPrwlg5Dx4j2AxZGJiQijTpFBzl7FKn1aTOTUmpU2pehFqRzAcDkuXu1KpiB22Wi0pbI0XePh3crvdWFhYwAcffDDSDb2X8UAmc0wOBoMBZmdnRQ3rJ37iJ6TFejVYLJZdKwXVahVvvfUW3n33XVQqFUnigO2KXSgUgtPplNkuvj6dn9PpFCET4MqhUjXx4ffjXS0+j9VLVo2+8pWvIBqNXvdzefTRR/Hwww+j0Wjg3//7fy9ObLdOGs/H6XTi0KFDiMfjOHPmjLzHZrMpNzQmskyo6LxZuTGMbQWiVqslw/t8Hap+DodDnD9/XjqP5XIZHo9HHL6686TRaGB1dRWDwQBzc3O3zFfX0NDQuJfBqvZwOMTU1BQSiQSsViueffZZBAKBqz6P9/Td6Je1Wg3vv/8+PvjgA9Tr9RGfZrFYZBk5AOki0KdRwIvz33yOOtemdhn4eyZ7Kj2Rj2EQGAqF8PnPf/66kv2GYeChhx7C4cOH0Wg08Cd/8icyk6d2w1T/yYRr3759iEajOH/+vPjlTqeDRCIhFEsme8AOnQ3Yob/VajW02+2RdQuDwUA6BoPBAEtLS3LsSqUy4tPUzmGr1cLW1pb8fW8HdU/jxkFb6vV6KJfLAIBUKiUKlaVSSZoE09PTI6qVjDez2Syi0ehV45Ef/ehH2NraknEcxkacg2PRO5fLCW2QgiXskqk2pBYZqEnAWHT8HGgDpCSzqPDlL3/5urGjYRg4cOAABoMB8vm8UIMBjMR5apeOex9V0RLu6avVaiiVSojH4xJrM05ut9vwer1yzqrYkTofa7PZpPDidDqFLsl7GDur/IxUwb9yuQy73Y6JiQnMz89jY2NjTyijPzDJHC+gY8eOyY3Y4/HA6XQiHo/jmWeeuWYLnCIiarVlOBwil8vh8uXL2NjYwOXLl1Gr1eSCUaVc1eoi9+oAkKFqVg3UWThgh+PPiobq+Jhk8ffsqnGommIjamX0WjAMQ5LAgwcP4tKlSyiVSiM3BTWh5Pm5XC4Eg0EZsmWFKRQKXbGfRK0eqdVMVX2J586gIBgMIp1Oo1AoyMoG1Qmr/Gm+j1qtJqsNnnzySVy+fBkXL168mUtGQ0ND454FC36HDx+W+zKFs6LRKB577LFrii9QRET1aYPBQPaJZjIZrK6uSuWc+00pZEJ/1uv1JJEDdpI2lV3CgImFN7Uzp1bW1e4WAEmYOp2OrFFgAHsjRToey+VyYf/+/VhZWZEly/SL3JVK0Kf5/X6kUinpsg0Gg5FlyWqHUaV98XXdbreIm9Cn0W8FAgFMTExI54U0TtVPqrOD9GncKXb8+HGsrq5ieXn5Zi4ZjVuAuvidypAUCbFYLEgmk3j88cevoPxSVXFycvKKa/bSpUtCqaStMX4jdblYLEpMxUSLMaXa+aaOgxpXMYmqVCpy7arXGME1WJ1OB8FgEF6vV2T/bzR29Hg8iEQi2NjYkJ8BELtmgqvucGTBJxKJwGLZ3kfscrlQKpXEfvjZM+6kTfDYTGDVcR7182JCzPne8SRQpUWz4NJqtVCr1ZBKpdBut3Uyd6+BPHpy6AOBgPB3FxcXd13myARLrRKSxkj6yfnz57G5uYlisSjPIWWQjo9zbBy6VOfe6Pj4XGDHyam8Zz5vvFvH2TH1gqfT5QV+M7DZbJiZmUE2mx3ZyaHeKHhOfA/c50Onz0Ha8TkKdYZCPaaqODZ+Q+JNIhQKybHHlcvGq72c5+h2u5idnUW9XtfJnIaGxn0D3h+TySSq1Srq9brMsHg8HszNzV3Tp5HBYZqm+CYGLtxlxS6E6tNYdONz+AVgJEG6WhDIpId+QfVn6kw4kz9V+ZhV/JvpTNFHptNpEW1Rf8fXHv9c2QVUfSs/T1XchH5nfH7pWj6NIg3BYFCSRT5W7WCoHYN2u41ms4lOp4PJyUnU63WdzH0KoAKrSuVjIgdsU/Omp6cxOTmJdDp9xfOZJASDwRGWUrvdxtraGjY3N8V+mYCoyT/jTV5fqvKpSq9kQYDFFJXqqKqeq8mQmnCxkcCYmPTJm/mc2IUfj8fUnxE8T6vVKkJ/1KJg4YiPZ/yozvPxvaifi9rNVuPOUCgkKz1UphnvMep5cr6x0WhgYmJipNh1L+OBSeZIZVDFQQ4cOCDJViqV2vV5FNRIJpNwOBwwTRMXLlzA0tKSzMTxBsv9FszuVa4+Kyeq/D+7hcCOganSx3x9nn8ul0MwGJTqHB0JDYI3iWAwiEQiAb/f/4nUlKxWK/bv34/z58+PVFloKBzSHldVCgQCspiRqmOsvJjmtrQu3/N4ZYjGRccGQLp0TBgpm8ubDvcSMbnjfj5g2/GR2jA9Pb0rjUhDQ0Njr4IBGKW1+/0+5ufnJYm42n5UqsfFYjG5Ny8tLWFtbU1k8xlAqpQ/FuZ4n6UQAgt3LEyOz+qoys3s1PH3hUJBFI95buo+N/q0QCCAaDQKj8fziaTerVYr5ufnsbS0hEwmMxJYMthm0Mv/G4Yh58b3XS6XpUjL+Rs1kFQ7i2rAqBYymWxz122n0xGfRkVBfg4q3bTb7cqqgnQ6rX3ap4REIoFDhw7JDJfL5cLhw4clnnQ6nfilX/qlq9IRxxO8UqmEjY0NnDt3DrVaTWJEtZM0GGzv2FXjpPGCCtUoGTOps2m8Xhk7MRlVk0K1eAJsx3jhcFiSufn5+ZvajcdrVS1MABjpyKkdQ3bM1YTRbrfD7/ePsNnsdvtIh55xIReaqx19NZkDtov6rVYL8Xgc+XxeijTBYFDYDOo+Omo3cHYvnU7fVEJ7N/HAJHOJRALz8/OiLslKxt/+238bR44cuerzuPiRij1vv/026vW6VFJojGy9MzlTh5jpMNU2sFqV4PAnAGmxqxLPdKZse48LkagcZ1IWaeS3osTj9Xrh9/tRq9WuUNhSOf0cMqVx8XOgBLNpbqulcb9csVhEKBS6osLKvwmTPVZH+NkkEgmsra2hXq+P7BqxWCzyGaoOmnMGV0vUNTQ0NPYqotEopqenUa1WRxZRv/TSS1hcXLzq82w2G+LxOKxWK7LZrMzE1et1UZNT6Uj0R/QnDKaGw6EUH3nfVyXOeX/m7lQ1eKT/YOBGn6YmaarQlzo7o8643Szcbjd8Pp+ocLIoymPT1zBhJYvEarXC4/GgVqtJF5IjCf1+H+VyWTovPBb/ZUBKn8aZItM0EY1Gsbm5iUajMRI4M8FTfRrXGOTz+asm6hq3F7FYTAJ/ds5sNhtarZbEhseOHZPdideCaZp4/fXXZT/d5uam/E5dzwSMFvV5vfFa5TXBVR18HgX2SNFU9RTGu3hqx5jdv0qlgmg0KvN3CwsLu3b2r4Zeryc0UZfLJd1F9TwoCqSeD9+nOmLkdDqlG95qtUa69NyLx26e2s0HdkSWnE6nsLNqtRqcTicCgYAknYxJOY7DZJN2ls1mMTc3h4mJCTzzzDN466237mkhlAcmmXM6nQiFQigUCgC2KwAejweJROKaA55s/W5tbWFlZQWZTEYGKNvttlwEVL3icCmHUlmVJIdereCpylVqRWF8pwYvrvPnz2NyclJeQ21lszpBQ1aro2oL+UZgmts7SarVqiiXqccaPyYNSaWLcraBPOxIJCLnSsdlmqZUZtRKkVrRZZWE/HAmx8B2hUx1xPzMVJoORQECgQBmZ2exsrJy05+HhoaGxr0GVphLpRKAHZpTLBa7YnmwCvqJbDaLjY0N5HI5CZqYxPC+yzUH9Ff0abw/8x7MxEcV5hqfbSHo0zqdDpaWlpBKpeD3+6/wZzxXdiJUn3azGA6HKBQKMv+nFiV5zN0oYeq8OTsJpJcyyGfhkD6N56oGy+p7UWd6VFoc/y67+TQAkljSp/n9fkxNTWF9fV37tDsEdfaKfy+n0ynzk4lEAgsLC9ftYDUaDWQyGWSzWWko0E4IXhssUDOWUQsmpPqq6qtq4UClS/KL8SlnTccTEsacTHDYPb7Zzq8qwkT2G1lkKnajVav3C9Vu2J3n4ziry86d+rmr74vvgQUmtYPOYzocDrjdbtkhqeo4sPDS6XRkXcnNMtw+bTwwyRwrFqwg+nw+hMPhG648nDp1CmtrayK9T8fHhIwVM1XIw+fzidFxfk11VISaxKn/qku7y+UyvvnNb+ILX/gCDh48eMWSUlY1KbpCx3ozFyANqtvt4vTp09jc3ESlUrmi4qQap1q5HTcsn8+HarWKarUqAQGrN3yMKktNY2OXj0lpp9NBtVqVY3MGMRQKXSFzrQYdVqtVBvNTqRTcbjfW19evkKjW0NDQ2GtgwML7qMfjQTAYHFHSuxbOnTuHra0tuUey8EbfYZrbkvicD+JrqAkOX+tqPo1BMAMyPp4V9u9973t44YUXsLCwIMwVlVbG4h19wc34M9XXdrtdnD9/HltbW7JzbvyxKhj0jfs0r9crjByVAaP6NHXN0HjX0el0ol6vo9FoyHP4er1eD36//4pEWB2loEjEYDAQZc3Nzc09swtrr6FSqYwsA3e73QgEArBYtpdUp9NpTE9PX/MYw+EQ+Xweb7zxhnRmu90u/H6/sLrUpH+8c8brjAUWVYBHfY7aAWPXnM9jHMfiy27JPwvwV9s3eS0wJq5UKgAgC8dVm1apzfy/Ssfk+xinJLfbbbFHl8uFZrMp2hOqmJL6PsgOY9xdLBYlMWZSDAAejwdut3tE00FNglutFpxO51X3Tt9LeCCSuYmJCXi9XlSrVRiGAZ/Ph0gkclOOj0Pe5LMziyePvdPpwO/3S+XP5/ONXMjk17MqyItQ5esPh0Np5dvtdgQCAbhcLlQqFeRyOQDA9773Pbz//vt48cUXhd/MxIfOkvQM7tq5Uc7vq6++iq2tLeTzeTEYzvupSRcNjjcXtQqi8pf5vOFwiFOnTiGVSolDKpVKstBcpboAGJnz83q98tnn83kxrEKhgH379o3MzqmVzGAwCIfDgW63i0qlglAoJN1BDQ0Njb2MeDwOl8slQ/1UFPb7/Td8v1d9GgM8Vq15//f5fGg2m7KbSqV/MdDivA99mjpfx2ORnubz+eByuVCtVlEsFmGaJn74wx/i7NmzeP7550WUTFU15swMsM2wSSQSN1yEffvtt5HNZlEsFqWjpoqEqV2zcUqayjQBRgXHTNPEuXPnkEgkJNGqVCqw2+0IhUJXzO7wtUzThMfjkRkgzpV7PB5sbGxgdnYWVqsVuVxuhKo6HA6l+MxdWIFAAKFQSPu0OwjSBfl/j8cjSo+JROK66zGA7ZUDjN+A7QSCQkWU2R+HSkdU2UmdTgcARmIxtaDCeFKdRet0Ovjggw8wHA4RCoXw9NNPj4jlkX5IyvPNXk+maeJb3/oWNjY2RDWT50YFVnV+lMmSmjTS7tT3QPvjKirT3N6HWa1W4fP5ZO0Vz4FQO39cTcD5Q447ATtqmj6fb2RmkTOG3HHc6/X2hAjKLSVzhmGEAPy/ARwFYAL4VQAfAfhDAHMAlgB8zTTN0q28zq2CQ9SsanAWbLwCdi2wA+XxeFCv16WdzQuPyRQ7c2zF82bOVrfq6MaPz9dgggZA5hpOnTolF3qxWMTbb78Nl8uFVCqFI0eOSDLFhI5fN1JlqVQquHjxIpaWllAul1GtVkfkmDkvobbe1SrL+Hvhc9XqCpU+fT4fvF6vzGSw3a1WctVOG6lDXLbJ98QWOZ9PpU8mtlzRQKep3vT2IvaKrWlo7GXsFTvjPZbiT16vF16v96ZmOshgYLVbveezK6Uq9+3m0xh07nZvVe//KjXMYrGgUCjg3LlzkvCVy2WcPHkSLpcLyWQS+/fvl3EFdb6cfu16qFQqWFlZwerqKqrVKhqNhgSw9NlcbM75onERBWBHUVKdqeE5VSoVGMa2JLvH4xFaqjprB+CKf0kbZedEpa86nU6hj6kCFvRx7OTQp+0VcYZx7BU7SyQSCAQC8jdhgaHdbiMYDF53LzGAEYVKMo/U4rV6jalxEK9VtZOkqpOrVGT1OlLthoXybDaLwWCAcrmMfr+Po0ePwuv1ynwrCxUsytzoddVoNLC+vo6trS1Uq1URieE58ryj0ShmZmZE86Db7UqXjO+Fo0qNRgPxeHxkFpf2S+YYbUGlRarKuPxceK/w+XwjVEubzSbFqfGiDV+jWCzC7/dftZN5r+FWo9vfBvD/M03zrxuG4QDgAfDfAfieaZr/3DCMfwLgnwD4x7f4OrcEtZtmt9vhdrulOnajfyQ6EjXxUI2UXxQpoZEQTF4AjFQaCRojb/KqUykUCiOy+u12G6dPnwYA7N+/HxMTE3C5XLLEVa0gXm8wt9vtolAo4MMPP0Qmk5Hq5bjD4GenSk6r7WieK59HIRPeiKrVqgQfwWBwRL2SxshjcmaOyRy/eLMCtqtbvLk6nc4rOoTc98fKjkpJ2KPYE7amobHHsSfsjAEhgx2XyyXFrZspULIQycq16tMAyLgAg0TVp6kre9R5H/VerhYoeW8nfVOV1e90Orhw4QKA7Z2usVgMLpdLOhhqwOp2u695L2cl/6OPPkIul5OiHn2RyoZhMKcGgRRQUP28usqBnzv3xbKroc7/AKPBNmmWTExVRT6ChWD6Nc4v0e/x9TiuQD+5R7En7CwSiUisSKovqa4+nw+BQOC6x1CFfHjd7iaxr86uAaPqkCrlmAkeMDpfxvhRtQ12lrhbEQCy2SxisRii0ajYP1VieX3dSKxEG1haWkKlUpGCULPZFHtnHOjxeDA/P49Op4Nut4tqtTrSySdVuVKpoFwuj3TdOp2OJIBMpMnGGj+f8SSU9kbxPb5f3jPVv4s6u8e4mAr1AMT279XE7hMnc4ZhBAF8FsB/CQCmaXYBdA3D+FkAn/v4Yf8WwH/GPRBg7jbTpS46vR441JnP55HNZuUi4EXBWTXVOFkpZRLD41CBSK0q8GecSSDq9bq01nfDhQsXJNF78cUX8dxzz8mNJ5lM4plnnrnm+zpx4gTW1tZE7ERVEKKhmaaJra0t2O12JJNJBAKBEeVMcvg520ZlNKvVikwmg0KhgGazKdQdv9+PYDCIYDAIn883snePQQQdN/92hmHIc9RWuWEYQnngHp5cLieOzjS3F2YGg8EbuvHei9hrtqahsRexl+yMwR2TAQaDVH67EQyH26tzisUiCoWC3HOZMI3vKSVFUA0yWT0nzV1NLshcYfLF33Fm6GpYWlqSRO+5557Dk08+iXq9DqfTKcvQr4UzZ85gY2ND5tvpg9k1ALaD3Gw2KwuLOQdF1Ur6NFIam80m6vU6bDYb8vk8SqWSyJ5zrIJJHbt0fL+MO1Sf1mw2AWx3DHw+38jj+PNYLCaiEqSk8u+gUs32GvaSnZH222w2ZebRZrOhXC7D7XbD7/df9xik9losFvm7synAGIWJCK9BtdOkJg9MANVCOr8YEwE7iUez2UQ+n78iAfn2t78t12coFMITTzyBhx56SDr9atHmaqjVaqjVaiOFJRbQ2QTweDyIxWJIJBKYnJxEIpHAd77zHZw9e1bOczgcolqt4sKFC6jVami329jY2JCEsFKpyPlns1n5fMiu4+dC9hgASUp5nyJN3Grd3mnHDiXFo9TPXe30lUoluTdMTEwgl8uNzLreS7iVztw8gByA/49hGMcBvAPgHwJImqZJzdUtAHddQ1flPZPKYLfbRXL/RtBsNsVRqomEaW6rM9br9ZGKJocnVe4z27oOh0OoGIZhjLTd1crejVYA+DhWbOx2uyQ+1wPPXaWRqLuF+D2FQ2q1mjh8crNZOcnlciIDWygUZCecqq5kmibq9TpmZmakozYeBKg0A36mnBdgNSeRSKBWq8FmsyGRSODixYsSJLTb7RHaKgf7b4aCdI9hz9iahsYexp6xs3Gfxm4OE5gbAano9BnADuWr1WpJ4Kl23ZjkMNghBZMdAxblxqlk4/fe63WU1MSF3UcWAa/3XBYOVVEDtQvA77e2tuR9qmsV6JcajQaKxaIkdJVKRehdajGWheHJyUmhSfJ1VPoag10AMlunrnmIRqNoNBqyOmJ5eVmYMp1OZ6Szp64u2IPYM3ZGYSDOjaozbDdqZ6qC4m5iILxWOBPHwoF6zXDURF1ezkRF7dLxGmEX3WLZVlF/9tln8dFHHyGfz8t58dqp1WpotVpiK+p1ei1ks1lsbW2hXC5LcUbtwPPzO3ToEGZmZuSz4P3k0qVLACBJlToOxdhOHUki2ywUCl0x38dEW6WnMsa22WzSgKAtMUFk/MlYkTGnWnihrafTaVndci/iVpI5G4DHAPwD0zTfNAzjt7HdFheYpmkahrHr3cYwjF8H8Ou38Po3DC7+5B+Fzu9mKAo0Pj6X4A2ViRSHo2mYrE7ytQGMdN7GOb78V3UGFP240YvINE0Z1r0eeJ6kIvLCJg1FpTq2221UKhWptJJuUK1WUavVUC6XAUAcEBWEbDYbgsGgGAr3GanDulTnVLuBNGI6WCqtsUJcKpXkvXIZvCo7zc9THXrndbDH1L9um625sPcquRoanxL2jE/zer0SvKjUvZuBSs/isQCMBIkqFYzsC1V1mb5MXbmjHv9qr8txB+5cuxEwoL0euGyY5wrs0K1UWihVkavVqrBq6NMajQZqtZqoKDPILJVK4tP8fr/4lUajIcVefp5qR24cLOSqhU632y07r9QZOTXG4LHGBSxU6t0ewJ6xM17T4wV2/n2azeZ14yxVm0HtpKtJCl+DBQjSEVkMZ2xGqX/1760WFtQOOK9Tj8eD6elplMtl9Ho9UZwk1FlStfBwPTSbTela8z5BfQX1vcdiMZkt5HXu8/mwuroqrLVGoyH3IMbPjKfdbvfI3Kq6ckBd76HSJNXz5+8pCkPaMhNWfk7j1NLxOTqK6t2ruJVkbg3Ammmab378/TewbZAZwzBSpmluGoaRApDd7cmmaX4dwNcB4GpGe7uQTqdhsVhQrVZH+LKUYb0RBINB1Go1AKOGSCcGbBs4qZVql4gcYbXKou6gU28W6oXJCzcajWJubg6nT5++ZiWOVYjBYCDv73pQ6ZHAjuNh9Y+OPRKJIJ/PY2NjA+FweGS+YmtrS7p7LpcLfr8fDocD+XxejHd6ehr5fB6NRgP5fB7vvfeeCMXMz88LN51VYvUGp84tqEPorL5y7oEVH/5NWKVRHV8ymUQmk5G/5R7BbbO1gBHZk6VcDY1PAXvGpyWTSRiGIfRDMk5UFbvrYXzmh76Fu6wAiNIixwx8Pp8kS2S2qGqW9EGqT1NnhXhfjkQimJ6exvnz52/Ypzkcjusmc2rnpF6vj3RArFbryOwc985ms1kJNhnIqnQqp9MJn88Hh8OBUqkkgWE6nUaxWESr1UKxWMSpU6cktpiZmUEwGJTgW0221Xl7ipzQp3G+j+whnq9a4KQ/Y9Acj8fvafrXLtgzdsZ4wuFwjOwGTKfTyOVy8Pl8WFxcvOYxyAxi91wVZRtXS1Vn3tjxYoFBjQlV/QCOr6g2x+N5PB4RLjpy5AhCoRB++MMfXnGOvAbZ0bsWDZpQO2lMchi/8trkSIxKAU0mkzh48CB+9KMfSQyn7lekDfE9TkxMyKoDLiVnl7PRaMDlcklzRu1eq+C8HI/JDieLSfzMx2Nx3iv6/T6CweDI+7jX8ImTOdM0twzDWDUM46Bpmh8B+DyA0x9//QqAf/7xv396W870FlAoFISiwUCfRnGj3blqtYpyuSz7YegkeDGogh40IlYgSUdRK6EAxCgBjFAS1QFvm82GmZkZuFwunDlz5pqOTx02z2az10zm+v0+tra2hJI4fpGSg80bTygUEgPxeDzyGaorCqiCSWOcm5uTzls6nUahUJCbIyuOpCuoiqDs0DEB402jXq9LImyxWJBIJFAqlVAoFK5oyasJN2kEw+EQ6XRauN57BXvJ1jQ09ir2kp2VSiVJxlTVupvZEVWv10XpkX7M+FhggP9nYEa6Fn2aqjCsBk8Mpkxze+ku/YfL5ZLH2Gw2pNNpOBwOXLhw4Zo+jVVzu92OQqFwzWSu3+8jl8vJDDYr/fTxTAgZoKlrHHhc+jN2Bzg+wZn7yclJSZwTiQTK5bL4PHXmnBQ3VRlQ7RiwsEv6Hv1XNBpFpVJBqVTaVWWPX/V6Xebak8nkFXvr7mXsJTtjt4rXO4vwdrsdxWLxhkZZVCEPXo+8rnm9qbQ+YLvzThZRs9kU8R0KvgE7HXTaVavVEpuk8Ahfy2q1IhwOX1V/QY0BWcC5HhindbvdEbuk/V2Nrjk3NwePx4M/+ZM/kZnTfr8Pq9WKQCCAdDot52mz2TA9PY0zZ87I2q96vY5er4dSqYRgMIjZ2VlEo9GRz1rtpFJcRU2UJycnkc/nsbKyMpIDqPciFkwYh6rif/ciblXN8h8A+HfGthrRJQB/B4AFwB8ZhvFrAJYBfO0WX+OWkc/nYbPZEIvFRnjIN6NMwz8saYnM8ll1Y2JG42JFUf09wYqMyvflFwe1+XwmOX6//5oXEpWWVMWta1EJ6ewAjMgp83xULjFpH16vF/F4XJZdtlotEWjp9XpSPaLDCYVCaLVaUs3kfAYAmT30+/1CGVI/U36xc0i1td0oCe12Gy6XSxI2NZFT/76Gsb2A82bpSPcI9oStaWjscewJOysWi7BYLAiHw8JeUOlSNwK1q7abT2NHjX5E9Wm7KcepXTAmeXwdtWjHwJHCH1cDi3ukcN0I/Uvd36rOpQOjdDdgR3AkFovB7/ej2+3KDB0TUXYo+NrBYFC6BPRp6utRgZOdvPGuJLBTnGQyxs+NfovFUYfDIbNM47Q89X14PJ69uHZnT9jZ+Dyoel2zK3U9+P1+NJtN6bTRzsbFTMa7dLxe+X/+fLzTDOzI6fPnfIwaS12t48YGA89jXGV1HGSeqWMtqt2rce1uLAGHw4FAIICDBw9K15IFEX4GnFvtdDqy9oAxKQv93W73ioIHX5+NlfFYkPamUsVVmrL6WDYe+J4/yTL1TxO3dAcwTfMEgCd2+dXnb+W4txuZTAZerxdut1sunHa7jVarJTft690M1USq3W6P3KhVOWEa13irlxcQE0I1aWGVhtVMGjxnyXisayVzXCBOx3s9uo3VapVh8n6/j06nI5VXBgYEE03K13IBe71eR6VSEUop6SEMDiKRiCw8X19fh9vtHjEOj8eDVColMtTqDUU1uk6ng0ajMSIjywSSdAWPxyOdwXGnrVII9qjj2zO2pqGxl7FX7Cyfz8v9mErIFDRRV8NcC2rARxqYKhzFoE6VUR+f91bVIlX/pHbsuDicPo0V7uv5NCoJsmrPc7saWNmnT2N3jOezm0+jjyUdknNA/By5x5QBbDgcRr1eR6FQwObmprBo6M9dLhcSiQRCoZD4NAbj9G08t2azOTLnpNLWhsOhLEgeDzT5XsdngfYS9oqdqfsV1RkrJtyca7vWtRyLxdBut5HNZkVAjhoEpEHy+er1ouowMDFRkzoVTHDYnVdVZxkTkl02DsZl442Jq2E4HKJWq6Fer0uBnsUdvgeOw4yvSiAcDgcee+wxbG5ujnS3aWfcRVyr1bC2tiZdTb4Gr/1IJCLKoOOfixpjqwUVNRk1zR3RQjUx5ePUGbl7uSsH3Hpnbs+A1cBarSZ/LKvVij/5kz/BkSNH8DM/8zPXfP7U1BT6/T4uXrwow800wkajgWaziXA4fEULXa0K8oLizVy9KNUbM7tQw+FwpC0ej8dRKpVGJJaB7Vb0L/7iL4piD5O061UxHQ4H6vU6arXaFfx9JkxMlBqNhkhW5/N5oSqSiklj8vl8qFQqyOfzsttEHUrll8vlQjQaxcLCgtAJuMR1fK9KNBqFx+ORzx7Y5pNTmjkajSKTycjnS3UwVplIdWGFeA8NimtoaGjsCt4f6/U6gJ35nm9961tYXFzEF77whWs+P5VKod/vY3l5WQqSnD+m7D5nyRjgqVV41acBEH837tPUezqDUvpJ0grH6V9WqxVf+cpXxKdRAv56TBq73T6iBqgKjJBxwkSJcvMulwulUgn1eh2NRkNopASLl+wQjPs0JmJOp1NmAenT2u32iNgC6ZqhUAhutxuXL18Wn1atVoVexxl1lZqq+jR2JMgy0j7tzmBtbQ3RaBSRSETsjfOMuVwOtVoNxWIRX/7yl+H1enc9xuzsrMSe3BXIAjoLKS6XS2IsdcUVoSZXTNpI/1R1F8Y77bxGLRYLPvjgg5F9xTzu1772NXi9XgwGAxnNuZad2Ww2JJNJ6Taqca4652kYhuw9HofVasX09LRc+5zVa7VayGQysrcRGN3XyPuQz+dDOBxGIpEYKULRzviZMPajrQ+HQ1lA7nK5kEwmhUrN963aEu3sRkVh7iYeqGSOFzwdRzwex9ra2g3tH5ubmwOw3eWjQ1DpJ+pxWRllVY9VF1ZxVClkdbG22lUa5yJbrVYcO3YMJ0+eHEnmJiYmcPToUemq8aIkJeZ68Pl8I7viSE1RpXd581Hb8Oo+PJ/Ph3q9jkwmM9Li53M4Y8AKqN/vx8TEBPx+P4rFolAuSZFRb1xqUEBqbK/Xw/r6Onq9HrxeLyKRyMjcAWc8VDoDsH0zWFlZ2VPzchoaGhrXAotUrIpvbW1dl8IIbBcoTdNEoVAQCpN6rwQgPo0FSCaMqhojRwN4z1Xn0seV7egTmdAdOnQIp0+fvqJoefDgQZkzV6vu1+oY8Jw9Hg+8Xq/4YfVc1bUK40Eo91BxbrDZbMpeK7V7Rp/G5JfUyng8LgwR+jS148FzVGlzKltnc3MT3W4XXq8XoVBIYgeVaqrOJBLcqadx+5HNZkdGdFhopwBRp9PB6uoqlpeXkU6npfihwmKxIBQK4ejRo6LyrQriAZBrgNeomrAzbiQtmr+z2WwSpzFGGx/hAXaSoLm5Oel28/rjcWhbqvjRtcBYWr2OAcj9YDgcwufz4bHHHts1ye12uzh58iRKpdLIfBu/1BiXHXXeW/x+P8LhMOLxuDQgGEfv1rEEILsCeQ+jKi0/S9JQGT/y/qQKEN0Mhf1u4IFJ5lSwWme1WlGv11Eul1EsFhEKha5K44jH4+h0OkilUjKArM4ZABA+MhMP/vFJyaR8PjfYq3LOqpjIbrBarVhYWEAmkxkZKp2amsKxY8fEQTF5udFkLhaLoVKpoFqtikNVk0saLZ0IW+fs0gGQjpoqecsbAyuzVNf0+/1Ip9PS6aTap7oqYnwgVe3okYpSLBZRLpcRiUTg8/mE285qlMrd5nFMc3uB+I3w3DU0NDT2AjhrTZ9G1gQX3l4tAYpGo+h2u4jH4yK0QPECdtPoa1QFRd5rVbo757xZkLtRnzYzM4N8Pj9CgUyn0zh8+LDc8+mDeH+/HiKRiHwGakKpdrDUeSUek7RVzpPbbDZhraiBIgNfqof6fD4kEgnpdHY6HWHvqPNDwGjAyvfHZLxcLqNSqSAUCsHr9Y4E2ipNc/w4tVrthvaCadw8qtWqMK5Iz+v3+5iYmBDRm3K5jKWlJem47gauB8jn80IzJkWRdqZSKdVkS42TKJDHhIs7D9WRHZWOrHal0+k0EokEPB6PXC98D+w47jamcjXw+mSHkeevrsw4cODAiLgeO2O5XA7nzp0bYRWo4PiMOrvGNQuhUAihUAiBQEDuSSo9dXxGlc/naBVjVe56VB8/ngQzUdbJ3D0EGgh56OTLzszMwGKx4N/8m3+Dv/t3/+41u3RTU1OYnJzE97//fSwtLY10ojhcOs6r5YVgtVpFjYddNzrBQCAwUqFjRY7GReN0OBz44he/KBUEtfu0sbGBaDQqqxHGRVeuhueff14klnO5nNw01JsBK0scACXPmO+JDmdychIffvgh6vW6qHjyPOx2O1KpFBKJBKampoTTzUqQaoh0cGrViokmAw5gO3muVCpYW1vDxMSE8NudTqe8j263KzevbreLmZkZkbjV0NDQ2OtwOp0i2T0cbiv2GoaBb3zjG/ja1752TcW9iYkJfOlLX8Jrr72GtbU15HI58SnsCtDHqaJU/DmDW/ovFvDU5ca8xzMBYmLCivpnP/tZKRzy51arFZlMBuFwWEReVDn2a+HJJ59EMpmUIi0TzvFiYTAYlPfGCj3fE9//xMQEPvroI7RaLan+s1Bqt9uRSCQQjUaRSqVG9mHxuPRp6uejzoIDkJlzALKgfGtrC9FodKQDqM6Ju91uSQLS6bR0EjVuP3jN0764n9Dj8YhIzXe+8x10u13s37//qscxDAOPPfYYOp0OyuUy/vAP/1Dsh2wvlZbMGI/XFQsPqh0yzlJnwxi7qSypwWAglEe1IGKaJs6ePStJHrt946M8u4ErA8rlssSFalGBCpoqqtUqfvjDH+L111/H5uamvE/1ebzvqAwvJspHjhwRu+D9g/ZEqHNv6vwbCzx2ux3ValU6q1yl5Xa7RcSPoM2y4aCTuXsA6+vrePnll/FjP/ZjaLfbqNVqWFlZkT+i2+0eGfQex8WLF2G32zEzM4PHH38cDz30kAhznDx5EpubmyMD6J1ORxyYqlzE2S3+zDRNcR6s5I2rigE7A64q5QPYqY5YrVbhHFN5knMG10M6ncZf/+t/HX/0R3+EQqEAYNupsLpIZS5gx1B47uwuAtuV3tnZWTnPXC4n8xCxWAypVEoGVtX9b3TQ44IwNOpms4lKpSI0BybigUAAw+EQ5XIZ0WhU+ObValVubKoCGLujahVYQ0NDYy9ia2sLr732Gp555hlZ3bKxsSHUP5fLNcLYGMfS0hJsNhsmJydx7NgxHDhwQO63Z86cQTabFbU5dg7YHVNFDlR/xMCJ7BP6NHV1DM+Fj1VFDQDI8enTOHfmdruvOpekwjAMJJNJvPTSS/jzP/9zEX2gr6H0uurT+C/9BtkkoVAI6XRaPkNS5LrdrlC9WOhUu5eqtLvq0/ie1Lk+dvOGwyH8fj8Gg4F06BgXsPg43jmgT7uWcrXGrSGTyaDVauGRRx4RW9jY2MDU1BRcLhdisRgKhQI+/PBDAMBP//RPj9gbV1nxmrDb7QiHw/j5n/95vPHGG1hfXx+ZDxsOhwgEAlewklQaNOMYtetF+2JyxxiSx1XpvapAUSKRgNPpFBEkzo5eD4cPH4bX60W5XJbZOUJdoQBAEr2XX34Z6+vrsNvtiMViACBdftqDukIEgOgrxONx+Hw+aSI0Gg0EAgFJQse74IxTB4MBarXaSDGEybMqkuRwOGQER00CeUx1zci9iAcmmeM+C1ItBoMByuUyarUa3G43PB4PNjc3AeCKagKwPQjLXWqHDh1CKBSCaZpoNBqo1+vw+XxotVq4fPmyXDi8wFjRU19bFQ1Rly6qVdFxBR46BVX1kY9V+fm70QyvBZfLhampKQQCAVEootNjQjfO01erH7zQTdMcMVAO59ZqNUSjUQQCAdjtdrRaLVSrVXHQasKl/sv3zy4d6USqgfFzVSmu45K0PKZhGJpmqaGhcV+AhUPOzTAJ4CJdt9uNbHZ77/Ju9K+trS10Oh3U63Xs378fwWBQqGTNZhNerxetVgurq6vCKhmf51F3gapFMpXGpfqrcZ+mzjerFDF28VR2ydVGIHaDy+WSuWwuVVa7XEwyx32a+lpkx0QikZHZb8Mw0Gg0EA6HparfbrdRr9dhs9nEp40nXoTasWRXYtwHqmsRKKamPl+FplneWXQ6HVkFQj2BSqUiLC5qAbRaLSwtLUmBgmAHiHEQE/TJyUnMz8/LuAqTxm63O9JxUpUeVdqwSmFW4z01RlShPkadv+RsKrCTTHa7XeTzeYTD4asmMGRBsZijUpbD4bDsfiMVeGNjA+vr62i32zKfylndcR0KNld4f4hGozJHyg5bs9kUsb+rjeioXVUeT7UlsgwAXLE+bPyzG59FvNfwwCRzwPYfKJvNSiJSrVaRyWSkivHmm2/i4YcfxuOPP37Fcy9evIgLFy6gXq/jn/2zfyYSyD6fD0899RQGg+3FhH/2Z3+G1dVVcbTk4bOSycSE1RpVJYwqPTRQVvF4kas3CSZQdHBMlNjlYpfwZhCNRlEul1EqleD3+yWRY9VR7XbtlmA6HA5MTEzITY8BRLFYlEWR3W4XW1tb+OijjzA1NSWzEarD59+Khsj3q+7SMwxDbgSGYchiTWBnYFalBgHbN6r19XVNR9HQ0LgvYJomisWi3Cfr9Try+bzcq9977z0cOnRIqJZqMLK8vIylpSU0Gg385m/+Jnw+HwxjexfnI488IkyI73znO9jY2JBugHovVsUBWq3WSPGSfouUegBC41LnfHheKm0K2BbWYgIGbAfVV1t6fDWEw2FUKhVRP6bQFqls4x0LtRhKn5RIJOR7BvDlclk6M71eD/l8HhcuXEA6nca+ffuumDNXj60GiiyU8vGqEiADUGBHYGLcp5mmia2tLVn6rnHnoHZty+WyKKdGIhGhutbr9ZG4CNielyuXy3j33Xfxuc99biR5euyxx+T4r7zyCjKZjHSS2T3mWg8WqlWxI3aM+X/Sf8l+UqEmXepCcSZk6vHa7TY++OADPP3001ddIF6r1WQ1lUrxtFqt2LdvHxYWFgBsX7urq6v4y7/8S5imKetASFvl66oKsvF4XGbcms0mUqkUQqEQDMPApUuXpPNPe1YbC2pHk5+zWoxS140AkDiSLDd1bpCfrUpnvVfxQCVzg8EAb775Jo4ePYqpqSlkMhmpFCQSCTQaDZw/fx71eh0vvPDCSCUwlUpJNdJms6Fer6Pb7SISiQDYTrz8fj+++tWvolAo4PLly3jllVdk4NPn80lLuNlsinSxqmgE7CwnVC9ONVkav0hV8CbfarWwtbU1Yhw3AjrsaDQqzprVIbV13Ww2xRDG94ioSmasEMdiMXi9XpRKJeTzeZw/fx6Li4uIxWLSnRunXKrvjzRLOnc+VhWZqVQqI85ZdXjskJqmOeIgNTQ0NPYyhsMh3nvvPRw4cACpVEr2n/E+zm5Bs9nEU089NVJlj8fjI5RG7l1l0MTZty996UsoFApYXV3Fm2++KWIpXq8XPp9PuhKqf1KXGXOGG4Akg2qgq4437ObXSNvM5XIj1K0bQTabRa/Xk71vDDjVsQdgJ6ADMDKXpzJk2LV0OBwIh8NwuVySPC8vL2N2dnZXnza+2Jjvp16viyo0g0z6NHYz1DnEcZ/G96HX7dx5DAYDvPLKKzhy5AjS6bTsGuSsqt/vh8fjgdvtxu/8zu/gC1/4Ah566CF5vs/nw8LCgiROu+Hpp5+Wv/fJkydRLpfRbDaF3seiBqm4aqEbgHSzGbOptsRYTu2UA7gi4Wu1WhgOhxL/XQsslHC/Me2JozS895w/fx5bW1vo9Xrw+/1C/7Tb7QgGgyLCwh2Uqv10Oh2sr6+LGNHGxgbq9TpcLhfC4fCIirsqEsSElR3uzc1NYZqpcTcZdIxb1URc7caNF1HuRTxQyRywXd0rFApwu92Ix+OyyHFlZUU6XVarFefOnUM6nZZK3P79+5FOp2GxWGRotdPpoFqtyvAoO3U8xnA4RCaTQaFQkOoFAHFIquOjYfImzYtH7cSN3wRU5zfOhVZb1tcCB0OXl5fF8dDoebzx7hbb0uPGrlY5h8OhqHrR4ChIwnkESlSryay6wH2cL261WlGtVlGtVgHs0AzIjVZpO6rRud3uXXe3aGhoaOx1kPbl8XhkP1mj0cDGxoYUBq1WKy5fvoxkMimz1HNzc8KkYNeNtEvu9lRnfRiEcRZaZTgwAVIV7eh/1Dnv8RGAcfqS+rvxwIr3+OuBPm1jY0NWE4wHsWpnC9ihhar+lq+nVvvp08i26Xa7kmy5XC4JClUqv+pX1a4Bi7Uc1eDnR5+mjmOMfz7sbqhzURp3Fu12G9VqVdY51et10TtgV5uFEc6FHThwAMB2zJdIJOT66vf7uHz5MlKplKwRYVxomiZmZ2cRj8fRaDSEfjkcDqVAv5tSrEoTVBMbYMfO+Du1q66OzPB4drt9ZNfbbqAoHzvvTKA8Ho/EyYVCAcViEY1G44p4lHEyj+HxeKRrzhk+duxU3Ql+Vn6/f+Ta322GlzPAfD3aptoQUG1ofDRHHXvijsB7FQ9cMgdA+M9zc3PilC5evChGZbVacerUqZGkY3FxUZ7PjfStVgvr6+syc0fwwpyamsLp06dx9uxZnD17VhTAmPCpN3XSKXnhADuSqrw4xzty48ncOH/aNE00m01JpnZDp9NBJpPB22+/PdIVHH+8Sothi3u3QVNgVAHI6/XKZ0Njo6AKPwOKxZBmojp+dT7OarWiUqmgVCoJ5UCt+vIcxrnhPp9PJKc1NDQ07jdwb9Lk5KSsmVlZWRlJxD766KMRatL8/LzcZzk/1+l0hNXh8XgkkaBPS6fTOHfuHC5evIiLFy+KT/N6vXI/p59QmRJqUKj6ODVRGU/01GOpPrDVal2zw9HpdJDP5/H+++9f4UPVYG1cUGK3OSP+nkXXfr8vgmnADv2R63EYMPZ6PUngWGAcL4zSp9VqNVSr1ZHPTxWJGS9QsmN6rc9A486gUqnAZrMhlUoB2FEfJQzDQDQaxdbWFhqNBmZmZqQjpHaV+/0+PvroI4mPut2udNUMw8DMzAwAiAARrx+O6TAW5CwdY0d1BIbXEH/Oa3t8/lK1A9oLZz+vd32Rck0FdI7msHu/uroq+934evycmHhx5YDb7RZbpXorE1i+T7fbLXoMXHSuNhXUESXGqvV6XQofFFRiItftdke6e+PJnLoe5F7XW3gg7wTVahWXL1/G7//+72MwGCAcDqNcLuMHP/gB3nvvPWQyGXQ6Hbzxxhv49re/fUVFYWpqCna7HcViEdls9po8/sOHD+Mnf/InsX//fqEvqkPrzP5ZOaSjU9UtxwfFd1PV8Xg86Pf7KBaLKBQKslj7t3/7t1Eqla56fj/84Q/xV3/1VygUCuI01fm18eoOO2wqHUQ1ICoHMZCgw7HZbCLhPDs7i0AgIIkyjZVGTIdG/jJVxQDIygFWl6koSgEWVlr4mZmmCb/ff9OUUw0NDY29gnq9jtXVVfzpn/4phsNtVcRqtYo333wTp06dQi6XQ6/Xw3vvvSf0f8IwDFntQiq8Sjsc7/zs378fzz//PGZnZxEOh+FwOEbExRikqRRO1XepXbbx6rcKUq2q1aqo5W1tbeF3f/d3R3aajuPtt9/Gj370IxSLxZFZHr5XtUtB0J+pu76AnQ5dvV7H5uamBJPqXPjExAQmJydFDIVKfnxPnCFkkka1Ps7dM4nmOgd2E9jlU2mWPC+32w2n06m7cp8ycrkcLl26hJWVFQn2y+UyVlZWUK/XRdiDAh7/4T/8BxSLxSuOY7fbcfToUYRCIeRyOfze7/3ernGay+XCM888gy984Qt4/vnnEY1GUa/XsbS0hHfeeQfdblf2F4/rC3DF1biN8XvSGRmjqXOZlUoFr7766nX1BdrtNjY3N2G1WqUA1Ol0sLm5iZWVFREfMgxDVF8508cYz+12C91yvBFRq9UQDAYleYvH45iZmZEZOpWaqbKvTNOUos7q6qrEmxaLRfQkmJiFQiFZAwbsNAWo6M4k/MyZM7v+Le8VPJCdOWCn4nXu3DmEw2HZtZbNZnHixAmR9rfZbHjzzTdx+PDhkQWssVhMlK4ozQoABw4cGEkcDMOA2+3GM888g3PnzmFra0skn5m8qNUR3sRZQeWFpc7WqQ6CFz8d0XA4FHlZqly98cYbOHDggOxA4QzamTNnsLq6Kjt01DUIagJL58fqDjuLqnomn0MaJpfI0pFy6JRGT6UyteI47mhJJWAlmUk2KzZM4Pr9Pmq1miiWqmAyqDpUDQ0NjfsNvA9funQJoVAIiUQC5XIZ+XweZ86cgcfjkXv3e++9h/3798sMi2EYkpiFQiFUq1VJmBYWFkZ8msWyvfvqsccew6VLl5DL5VAoFEbu+TwfKskx+VFnVtS9a4ZhSFII7BQG+RjOp/GY7733HhYWFjA3NwcAopB84cIFbG5u3pBPY1Brmia8Xu/I9yozhIFdu90WdT8Gv3wNKmSO70zl50XQB/Gx+XwenU5HkmfSVfv9vqzhGe9qDAYD6WLoWblPH71eD5lMZuT6KhQKUqQ4duzYCDX45MmTmJycxKFDh+QYFosF8XgcTqcTzWZTqIm7gT8PBoOyHkEVHGIcls1mJbbyer3SGee1SzuMRCIjwimqLVL8hGrvr732GhYXF4WZxkLD5cuXpcjCZJDXPYVG1I70uC2Mz9QynmT3kbauUpoNw5D7larwqsaP6mwpVx0wEczn8zKHyjiezyHTjqD9s8kCQNMs73Xkcjn0+30kEgm4XC60222srq5iaWkJ09PTsFqtWFpaQjQaxXA4hNfrlQoE6ZXLy8sol8tiGOOw2WyYmZkRKgdb58AOj5cXOfm844kSh6bVCqdaBVVvBDabbaS1vbS0BKfTiUAgAIvFgmq1inw+j7Nnz45ISKvyt8COCInq3OiI1Kot3zPb2uQ6j1MeefPjDXA36ov6mipFZzgcCn2IX2pCSac33kXlDcFisdzTLXINDQ2N2wGqW0YiEfFpm5ubWF9fRyqVgsViwdraGkKhEIbDoTAoqLzsdruxtraGer0uAek4uJ+OPk1VmhxPZliZVxMrdQZNZaLQ14z7Dgq0MJhaXV2VfaqcZymVSrhw4YI8Rk2s1ICP56AmbLvNiPOLs97jUvB8DZ6f+nNCpfszoeRsEWf7mMyRqkY/TJ82/vkz6TMMQ68kuAtgotBoNCSpZgfZarVicnISwWBQBEs2NjYwHA4Rj8cRDocl7uHORLvdjlQqNSK8sxucTifS6TSmp6fR6XRE5RLYSf5VFheTPqqnt1ot2Gw26QiPvydg+zolc6zf72NlZUXERtjVqtVquHTpkojOqWIpTArH51tVGicwOgqk2riaiDHWZCecxRba4fjMoHq/YBGJxzAMQ9Qxdztndb2VykRT16PsZov3Eh74ZA7Ynjd49dVX8dJLL6HZbGJzcxPf/e538dRTT+HgwYOYnJzEW2+9hXA4jH379mFxcVGqCH6/HwcOHJCk4VpYXFxEIpGQljAvLHbVLBaLKBiRo0++NQ2dN3u1AspuF8HfsWLYbrfx4Ycf4v3334fX6xXnofKRbTYbOp3OCG+YFzWrp3S+KqWGCpN8fC6XkyHxWq0mS9lVuWq+NzURHXfcfBxpqY1GA5cvXxYV0V6vB6/XK8kcd/Wos4h0mk6nE/1+X24QGhoaGvczKpUK3n77bfz4j/84Op0OstksXn31VRw/fhz79u1DMpnEyZMnEQwGMTs7i/n5eWFKUHnvRnzawsICotGo3GfVohrvx9xdSp+hrgcAdoQGyDgZFzEYr5Db7XZ0u1189NFH0nFkMkSfxmPxNcfn8dT5blIsGYRS+IWPLRaLsnu1VquJv1XlyunTAIz4NEJN5tiBbLVaWFtbE9l0rjJi50FdsaO+B/p1jjRon3Z3sLq6Cr/fj9nZWZnHyuVy+OEPf4iHH34YU1NTch1xx9rXvva1K6T+g8EgfvzHf/yGX/eJJ54QymKj0UCz2RRbZVJSrVZF24HXEWnBnM0DdphL/P84JZrNjEuXLsnarF6vh2q1KsJyTFrHu+3qz9gdZOzLcxifDeXYTLFYhN/vF30F9TGqkie7iWpTgGwtFpHsdjuq1Srq9brQPlW19lqtJnN0KgPNYrHA7/dfU3PiXoJO5hS8+uqriMfjSCaTyGQyOHnyJNbX1/HEE08gHo+j2WwK/WR2dlaGYK9XUVHh8/nwyCOP4MSJE7KigJ0jttwLhQIGgwFCoRAuXLgg/PqZmRmpBLHDxwvc5XLJRQzsLF1kxYZcf3Kgaazqrjq1Gzg+O6AqnWUyGXGWqqSyyo+22Wwyq6ZWZNVES53PA3Za3urx1tbWkM1mkclkZNBY7ejxtVQj54Jxp9Mp1KG1tTW89957ei2BhobGA4O3334b0WgUsVgMuVwOZ86cwdbWFh5++GFZXUBK/uTkJJLJJIBRZbzrwefz4fDhwzh16pSIk7CabrPZ4PV6USwWZZZvaWkJDocDfr8fk5OTI35IZU/Qp9EXqWMH7XZbqvakR9GnqeJcu1Ec6dN4nFarhXw+L/5I9SPsOI77tPHjqvPvapeOX2pAu7m5iVwuh2KxKCqWu/k0tfvAANnhcCAYDMJut2NzcxOnT5/WPu0uotFo4OLFi3jyyScxGAxQqVTEzsrlMg4dOjQy+/hHf/RHePTRR3H8+PFbet1wOIzFxUWcO3dOYih1rUAwGJTrjQkdhUZIiWasePDgQQA7BQd27Fng4KgQizRWqxUHDx4U9pe6BoEdecaRjOVYbCe7jHNzanet2WyiXq+jUqnA7/fD7/ePCCsxPlQ7+OM0TlWlkrEk9+FVKhWxZf6eyR4AaaiozQWv1ysrDu516GROAZWKaAzcbXPu3Dk0Gg2Ew2HZI8MLdXp6+qaydqpZLi4u4tKlS1hdXUU4HJYuExebck6AVRzSDAFIQkcxElY86PQGg53lkSrdhRU+XrDqbIMKGo5a6VAVKjmjx6onO2UApOrKjpwqyTw+E8eklDcInh/54MViEblcDplMBvl8Xqow/OzVY9IBq/QZVpm5qJZzjRoaGhoPAmq1mnRy/H4/ut0uCoUCLl26hFarhWAwKOtieJ8nFfNGQTXLubk5LC8vY2trS3aqUuCAwlacXwEgnSV1nQ8A6S4waGNSo+6DUguAamB3NZ82DrWw2Ov1JMBj0Kl2FykkobJk1Flv9dzZ2VDn2enT2u02yuUyCoUCCoUCSqXSSDdgN5+mUkRN05T4gQEmYwKNuwOqq+bzefh8PokbWXgOhUIIhUIS5xQKBZw/fx52ux2HDx/+xB0ft9uNWCyGDz74AACk4K/+n/Fht9tFo9GQxIX0QcMwhI1FsJCgdsX5c3biOMfWbrfld7QVQp2X5WuoGgpkeanNA3U+lPcMVYyPMZ26PkT9HW2Idt1qtWR3ZqPRkN8BEKE8u90uia1qZxbL9qoR7oOuVCr3fAdcJ3NjKBQKqFar+PKXvyzVs3fffRe5XA5TU1PSTi8Wi9jY2MDExMTIxX+j+OIXv4i//Mu/xA9+8AMkk0mk02kx/Fgshn6/D6/Xi0OHDqHRaKBWq2FtbQ2JRGJkWSIpNDRkOiWq8DgcjhGHMd4NU6kh6uwbj0VDUYfRqZRWrVaF828Y22pFwWBQFJLoBIlxNSV+8fzI8yZNYH19HVtbWyiVSmg2m/LemECqQ8MUReF7pPMnBWgvtMk1NDQ0bjdKpRLq9To+97nPoVgsolKp4NSpUygUCkilUti/fz96vR7K5TIymYwsE7+ZhM4wDHzuc5/Dyy+/jLfeeguxWAzJZBKBQADBYBCRSAT9fh8ejwcLCwtoNpuyCy8Wi4liHee9c7mcqDuywk6fwsKlmjSNr/RRwcRNTQDHRVi4N4yzUJzlI9WLQSwDTL4Ok0sAI4qBapWfioNUxFT39KlBM2XS1VlD1acNh0Ohyt3s30fjzuL06dPYv38/jh49in6/j3K5jGw2C4vFgtnZWSnW9/t9fPjhh7hw4QL27dsn81w3C9Jxq9WqUB1nZmYkaXK5XAgEAnKdZ7NZ6bJR3I9J6HjHGoB0gdUEh3Gq2+3GuXPnpOChduIIFv45FsNGBbvmg8FAZvgACBNrOByKFsU4440FG5WKrc62Mjbk+ykWi9I95Awg36Pa2a9UKlLEASDieoFAAF6vF41GA5ubm/d8MmfcCydoGMbdP4kxOBwOPPXUU5iYmJChag6CPvbYY+J4vF4vfvqnf1qUIm8GTFr+4A/+QAbJp6enZZaOA9HdbhetVgvlchnr6+vo9XqYm5uTG4E6NM4bvrrqgIstOcxJLjQvYDpDtSqoipgMBgM0Gg1UKhVkMhmhd9KxUP3IYrFgcXFxpDWttq3Vrhqwo1bJnwPbSeXS0hJyuZwM4dPBcq6PTjQWi40Io9CITdOE2+1GIpHA448/jkajgXPnzuH999+/rdfIDeAd0zSf+LRf9FoIGBHzaePzd/s0NDRuK75rfuOesrV71ac9/PDDiMfjWF5eFuXjQCCAY8eOyRyJx+PBiy++iPn5+Zt+jW63i1qthm9+85uibplKpYS9QXoTE5xKpYKtrS30+31MTU2JT6NfoE9TZ8U5YkAqvervVNqWqvbI16TPGQ6HIn1ORUn6tEAgIP7PYrFgfn5eWCaklKk+DcCIT1PZMEzE1tbWkM/nkclkhE5G5WombTabTZLeRqMxkszRp0WjURw7dkxmyM+ePXs7Lo2bgbazq4BJ1Gc+8xlRfazX60gmk4hEIpiYmIBpmqhUKqhWqxgMBvh7f+/v4ZFHHrmh47OLrMZ9rVYL7733HpaXl+Hz+UbE61RGFRMZtYtNLYJisbirNoNhGPhrf+2viXCe1WoVttSJEydGzm18Xq3dbqPZbKJcLksnmyJHfBy7c2SXAdtJaiAQkJ3PBJPA8U61aZpiqyzSVCoViR3ZmWQXnO+Nfy/OHarjP6ZpwuPxyCzx5cuX8c4773zaVMubtjPdmbsK6HxsNhvm5+exubkpF8Xy8jJSqRQSiQQ6nQ6+//3v48KFC/jSl750zWPyJr21tYWFhQU4HA6Ew2E899xzMoTNigFfn4kVaR50ZGp1ghe5OlvABInvQaUx0uGMVyt3496zYlgoFGRQFIBUNXiTUJ3ZeLudCSZfh904/l8dZq1Wq9ja2pKh81arJU6NxwAgFFJWXNQKDbDdpidl9cSJE9jc3Pykl4KGhobGnoeqlDw9PY1MJiP33LW1NSSTSUSjUXS7Xbz22mtYXl7G5z73uWsekz4tn8/LguRQKITHH39cKvdU3mMyB+woG7OwSB+nzlKrnQJVtIEUKbVDps7BqbNqxHi3jrT7er0uKpyc3VOpWuruORWqAiYA6R7y/FWf1mg0kM1mUalURnwak0dCnZPja/LLMAxRGrXb7bh8+TJyudz1/+ganxrYbbpw4QLS6TTC4TCA7bk6Xj+xWEzikq2tLXz3u9/F2toavvKVr1z3+IyX1JjN4/Fgbm4OPp8PpVJJ5uPUIobKsFI1EMyPhYXq9bpQoml7LJ6wS2aaJkqlEnK5HLLZrBQsVCqx+sVuGJM6JpRU2FU77PydOueq2u54F1r9HecEaSPFYhHlclnox2qcq44Oje+7VJNEzuUxoeQ53uvQydw10Gg00Gg0EI1GUavVRBFndXUVbrcb8XgcNpsNb7/9tgzBspWs3qQJzghcunRJ5hIsFgseeeQRSdrOnTsHu90uFQu1u+XxeODxeIQLrCZENNR+vy+VEA5dU2AFgDyGLWqV+ghgJCHi4ynKwh0d6l4RVdlSpa6MH4fHVv+vVoiYNPJmUavVpCPJZE6duWMiqe7X42taLBZ4vV54vV5RY7rWklkNDQ2NBwFMJsLhsND3SSNyu92IRCKwWq14//33sby8jIcfflgoT1fzac1mEysrK0gkEuJLjhw5IjM7ly5dGvFprMhbLBaZw2EnQw1CgR1xEZWe1W63r/Bpqg9QA97xIh8f3263hYZFhUnVp6kdvPFuADC64mAcZL0A20EzZ+S4p2p85YBKH+Ms+rgPZTJHut76+rrMZWncOxgOh1haWkIwGEQwGITf70exWJTitMvlQigUgs/nQ7vdxnvvvYf19XU8++yzUrBXlclVcJ5tHJOTk4hGozh79qyI0FHoTi1qqPNpapLT6XRGqMuqsiyhJnP5fH7kumThRU0WKR7U6/VQr9fRarWkA8ZxHCrCMoZkgZ7HVY/Pc1D/ZdKoxq+M09kU4fsFdgReODvIZoBaDDJNUzQffD4fWq2WNDDuddxSMmcYxn8D4O8CMAF8AODvAEgB+AMAUQDvAPhl0zT35IKvDz/8EKdOnQIAfOlLX0IymZSF2++//z6Wlpbw0ksvYW5uDtVqFX//7/99/Nqv/RoOHTqE6enpK47ndDrh9/sRCoWwubkp3GUOWzqdThw7dkwM58KFC6hWq7KdnspXdrsdHo9nxPnZbDbUajWpsqjKX/l8Hk6nEz6fTwyPnGhgtGpJg7TZbGi326hWq1hZWcHa2ppUWCjQYhgGDhw4IBVVu90Or9d7hZw1W+/sIJIiw8qsw+GQxJmKQyo1gKAstNvtRjgcxtbWlqifqUGAy+WSKrP6Ge1l3O+2pqFxL+B+t7OzZ8/io48+AgD82I/9GOLxuNznT58+jfX1dfz4j/84pqamUK/X8U//6T/FL/zCL2BxcRHpdPqK4zkcDqFGZTIZeL1emWVmBZ7LkiuViqyXYTClCjO4XC6RWQcg9P56vS6BH/0TqWGq2h0D0PH5H9WncXaN89itVguDwWAkkFxYWJCglgqA4wu6yXphtZ9jEgyEqRxNKicLs/RpDD4bjYbQ80KhELLZrCSCamDrcDhkXr7Vat3z8zvXw/1uZydPnsSlS5fwxBNPyBqqbDaLYrGIWCyGVCqFI0eOIB6Po1wu4zd/8zcxOzuLJ554Al/+8pdv+vVcLpcoZFYqFVy6dAm1Wk2uN67DUNcUUKHc7/cD2NYd4IjM+DymaW7vfmNDYxwqrbPT6aBcLqNWqwm9mR26s2fPIpVKYXJyUtYOUOwuGo2KvfGYKmOMdkyVzl6vJ0vEef5+v186aVSiJd3T6/UKRdUwDOmajye8Xq9XEu4///M/3zMiQ584mTMMYxLA/xHAEdM0W4Zh/BGAXwTwZQD/wjTNPzAM418B+DUA//K2nO1dAG+a77zzDhKJBKanp5HNZtHpdJDL5fCDH/wAc3Nz8Hg8CIVC+Mu//Eu88cYbSKVSePLJJzE1NYVoNCrHo6iJumfn7bffRiwWQzQaRTweh2Hs7K9jhaPdbmN5eVmqHWzd88LlKgOPxyPzZUyuVG40KyJUJGK1Rk2GLJbt3UAXLlzAxsYGCoUCisWiqEm6XC553UqlIoOiPHfV+HgD4Uyb6uRZaeX8BN+DKp2rDrrSIVssFqHtsBOnVl0oa9tqtfD666+LdPVexYNiaxoadxMPip3Rp3344YeIRCKYnJxELpdDr9dDPp/HG2+8gampKbjdbgSDQfzgBz/AiRMnEI/Hcfz4caRSKUQiEQA7VK99+/aNdO/ef/99RCIRhMNhRCIREV5YWFiQ7lO73cba2pqMFDCRU30aVwE0Gg0EAgEpZJK1UalURKCEcz/jFXz6h0ajgaWlJQmqK5WKdCNYoKSUuc/ng9frRTgcFjoWj8nHsaqvzu4xsVQXjQcCAZTLZQlqVYaJ6tOouEefpir48Xza7TbeeeedPe3THhQ7azab+OCDD7B//34RI2k2myiVStJdDofDcv3m83m8++67qNVqePLJJxGPxyXRuhZ43QSDQQDbMea+fftkt26tVkMul5N4r9VqCc2wXq9jMBjg0Ucfxf79+/HOO++MxFwffvghpqenMTk5KWwwYKdzrq7x4L+lUkkYVdxJx+vearWiUqlgOByKWJ7b7ca+fftEPZL3AHWEqN1uS8eR+g9+v1+aGHy9arWKZrMpSRzVNHksu90Ot9stTQOVxkyb431Lnb/dC7hVmqUNgNswjB4AD4BNAD8B4G99/Pt/C+B/wB42SCKbzcI0TcTjcQQCAdk3t7y8DKfTiXg8Do/Hg7W1NWxtbSGXyyEYDAqt0WaziTMilxrACD+fF46qWgVAFozygmZyVqlUpKPFJMlut6NSqchrcg6A6mHAdgWDj1UvVlY9qNbJ6iXb5Oo5A9vVnUajAbfbLY5TlVfmuXc6HdRqNVksq8rLsuOo0il5o2CFEthpt3NukPQYFaQhhMNhWVq+urp663/8ewMPjK3d07BY0fniYxg6DNhaQ9i//fbdPiON24sHxs5Il4rFYuLT6vU61tbWYLfbEYvF4Ha7RYGxUCggEAhIsGW1WuH3+2G328VXATs+YHyWzWKxSMDJZI4Vdu5DZeDXarUwMTEBq9WKbreLd999d2Q9gcPhkGo/j6cu8ibU5KtUKmFrawv5fB6NRkN8mvoci8WCVqslkuTq+2GAy3kgFk1Z7Vdpnwwk1T1cPBdgp+vA7h+VnNVCKB9ntVoRDAbhcDhEEfM+wH1vZ2RFJZNJ2ZnG5KLT6WBjY0M60m63G41GA4VCAQCQTCalYMDu9240Z2B0NGbczlSb4PO5OoHdNqvVilgshn379iGfzwOA6CSo11qhUBAa5/hOYtpEt9tFpVKRmI5JlbqLjlTpYrGIcDgMl8sl9G51ZEi9L5BlRiFCxoIUXCJri58t7y0sqKj0UXbl1HUEtEeXyyWjUplMZk/tcPzEyZxpmuuGYfzPAFYAtAB8G9ut8bJpmpwWXAMwudvzDcP4dQC//klf/26Anbhf+7VfQyaTEcrG6dOnEYvF8PTTT8Pr9crF8u6772J1dRWRSATBYBDPPfccEonEyDFtNhs++9nPjvys2WzKjBywM5h99OjRkcedPXsW6+vrWFlZEQNgIsWhbq/XOzKTUCwWxSkyeSJYwclkMsLvZzJGZwYA1WoVPp9P5vfK5bIok01NTclrsovI/Tqzs7MIBAIjimX9fh8rKysAto08l8vJjaBer8sKBlY/vV6v0GxIV1FnJVwul4jLlEql23sB3CXcTltzwXPnT/g+hsXtwv/9d/6feNzpwJ81PPidw0dg7oHhaI3r40H0aYVCAW+88QZ+4Rd+Afl8HisrK2g2mzh//jyKxSIeeeQR8UODwQAffPABNjY2EAqFEAgE8PjjjyMWi40c02az4emnnx75GSvz4z6NFEziwoUL2NraQiaTwd/6W38LbrcbhUIBJ0+eFEo9V99w11WpVBKq5PjeLAbITODUrhqwI7ZQq9Xg8Xjg8/nE/9K/J5PJkdk+Bq61Wg2pVAp+v198GjuKGxsb8pkVi0U0Gg202200Gg2ZiSJ9kgITLBgDOwE6uxAzMzNXJKp7FQ+anZ06dQqJRAIPP/zwSMdoZWUF7XYbkUgEqVQKAKQ79f7772NlZQWhUAipVAoHDhyQBG0cqvIjaYPs6FE7YJwiffHiRaEP1+t1SXZ+6Zd+CQCwvLyMb3zjGyiXy9ja2sLrr78uO4ZZNGeCxcSp1Wqh2Wyi1WpJt4wFE17PNpsNoVAI4XAYly5dwuTkJCKRCBKJxBWCRdlsFvl8/orHBQIBSUzz+Tw2NjbQbDaRTCYBQJoRtEfOwVGBvlqtjqwi4PlZLBZMTEwgGAyiVqvhlVdeuaW/+6eNW6FZhgH8LIB5AGUAfwzg2nKOCkzT/DqAr398rD1DAB8Oh/jjP/5jHDhwAIcPH8bp06fR6XSQyWTw8ssv4+DBg7BYLMjlcpKA0DH84Ac/gN/vl7070Wj0CkcIQJaqXg8LCwuYmprCo48+ir/4i79Aq9WCYRiYnNy+B6qD1V7v/7+9M4+O+7ru+/cBs2+YDRisBLiAEklJlCiJ8pI4cmW1tuLISZo4cppGTlKrcW03aZqmTu3EyWnOSdI0PY3rND6u7SPbx1UWS7blSpEcJbYli5IskhIlUuICEjswA2C236wYDObXPzD38s2Qkihhmd+A93MODgaDWR4Gc+e+++693+vlHjJSixwbGwNwUYXphhtu4HLJQqHApzB6toyay8kQ3G439wv09vZySpuaZ8npBoNBlnem1Hk6neZZLHQaYrfbMT8/D8MwOL1OfXV+v5+dInCpUhOVqXq9Xhw5cgQzMzPr+2dbhI20tYAKt42tWZFasYhP/dyvYPx3OnHsnV/A9EsJ/M1/eR/c3/pRq5cmrJOr2ac98sgj2LVrF/bs2YNz586xGNUzzzyDXbt2QSmFpaWlBp9WqVTw3HPPwev1IhAI8JxUva2AcLvdV7SWHTt2oL+/H5VKBQ8++CBuvPFG7N+/H7/3e7+Hxx57DFNTU9yT5vF4EA6HeS5dJpPB5OQkgIun//v37+eTf9pckpJks3oe+TQK2ihjQXNUyaeRSEUgEODySjpUNAwDS0tLXFZKmbdEIoFcLsfiLxTMer1ezmAAFzME5Ltp7qzX68Xzzz+PeDy+7v93q7ka7YwOTW699VZ0dXWxqvnCwgKPVvL5fDAMA6lUCsPDw3C73SiVSpibm0M6neaqpEgkwgIrzRL+zT8nEgksLi7iwIEDDcHS0NAQ+vr6UK1WMTIygkgkAofDgXg8zn1nVALs8XhYTISy01QVls/nkU6nGwT4qA+VdBHItuhwgg5CSPSOMuwej4fXSC1IpNEQCoUQiUTY5qgsu1gsoru7G8BaIDszM8N9qJSVo2COHrNQKDQIJtEhU1dXFwYHB+FyuS7bF2h11lNm+R4A46ZpLgKAUuohAO8EEFRK2eonLIMAZte/TGuRyWQwPz/Pc+YozWwYBtcmU0Cnn2SQ0ZZKJc5Y0akIBTJ+v79BhvlyrK6ucnaMTl6uueYaTExMIJFINKTj9X4yvSa4o6MDS0tLMAyDnVy5XOZgrquri/vW6HH0x6RaabfbjYWFBTbeTCbD4xBIRrk5EAQuSspSkEaqRnRqAoB7MCgg1HsRmhvAKWAk5dFMJsNlpduAq9bWLIdpwjx2CpX0Yfg6XPhYcBp//rNVdPvfjuDXnmn16oT1cdXamWEYWFhYYIEpKnOizSX5JCoDI59G4h56FQZltmiOEwkPNIsq6FB/D1V1uFwudHV1saBJT08PDhw4ALfbjbGxMfZr5FNI1S6dTvMIHcoWeDweDr5IXIv+BvJHuk9zuVxIJpNcGkZlYtQmQKWetDmlv4sOPinQJMVlqnKhgJCCUervo9YG2liSb3M6nTx03TAM7gfaBlx1dkbtJPPz8wgGg6xySTaTSqV4f0YVSpRNovcI7YWo740ql+jAgEoE9f0f7a+aodFSpmmiv78fpVIJ8/PziMViPJf4xhtvxOnTp/mAnvaQtVqNW2vIlmq1GvezUvUUHVyQrVBFGNlQoVBgsTzKWNJBCYnzuVwuDA8PIxQKcakpPS7t72j/vbi4iEKhwOulLDZ9plHWXA/kgLXPAeoP9ng8mJ+fb8tDk/UEc1MA3qaU8mAtVX4HgKMAvgfg57CmSnQvgG+vd5FWZHp6GolEAu94xzs46KnVapwaj8VimJubY4dAw0BrtRqfDi4uLnKdsMfjgd/vx/DwMDsxoPGkjlhZWUE8HsfQ0BA7tMOHD6NYLGJ8fJyDIF3li2rv7XY79/1Rip3q+hcXF7n/j+a/6W94gn5HARyd0JDzpzrvrq4uPsWlMhtgLaVNDp8CRzpdnZqaYplaui+V1dBjNzs+Kivo7u5GOBzG2bNn20ZO9gq5qm3N6lx4z5fxkWveidn/F8JqJgO0udLcVcxVbWdzc3NYXFzEzTff3BD0zM3NIRAIIBqNIh6Ps08LBoMNZVbLy8tIpVLs00hKf3BwkMUKgIs+TQ/uqtVqwwa2s7MTN910EysB2u123HTTTQ0Dz8k32Ww2RCIRVraj4InGAtjtdkQiEfaHl/Np9DvyaXTqTz6Neo8o2KRqm8v5tHA4DL/fj3K5jGQyiZmZGT7g1A8oScWZfBo9Dj2mz+dDNBpFMBjE+Pg4Z++2AVetnZ0+fRrXXHMNBye5XI5FQ+i9b7fbMT09DZfLBb/fz1lfGnlFs9QoaKOeu0gkwpklAGyjukZDM0opRCIRVrLt7u5GqVSC2+3GnXfeiXg8jmQy2SAARL2yZAc0P5GqzihbDawdcFDARmOz6HHofhScJhIJHvlFnxeULdP3wfpAdiqRzmazmJ6ebsi6k/YE2W0mk2GRJV3wr7OzEz6fD6FQCDabDefPn2/LvlTVnOF4U3dW6g8B/AKAKoAXsCY1O4A1YwzXr/sl0zRf91OoXVLll6OzsxP79u1DOBxGpVJBPB5nsZNYLMYZqsOHD3NdPQBunLbb7dy8abfb+XSAThwDgQAGBgYwODjY8Lx66SPxjW98A4899hjXQlNGKxwOc3kjBW6UDh8bG8PCwgL3qu3Zswf79+9HLBbjWTi65DLN0KG/o1arYWZmBplMBuVyGX19fZwxJMUkAKyESacqi4uLrABaKBRw8uRJjI+PY2FhgccYOJ1OuN1u3ig0K3iRyIvP58Ott97KPRTf+c53rDLk8ZhpmrdsxANtlK0FVNi8Td2xEUu6qjn7+cMYv/sL/POyuYILKyv4Dz/zEZgvnGrhyq5OnjC/sSG2Jj5tzaft2bMHXV1dLIRAGx466CMpdPJpeimT3W5nYQXyhW63m/2V3+9HX18f9wkBF2XH6TbkN0iZjqo8yC9+61vfgmEYDX1qFFhOTEzwbLdisYjh4WGMjo6iu7v7sj6to6OjIVtXq9UwNzeHXC6H5eVl9PT08IxXKhsDwKISlBlIJpOcUSwWizhz5gxmZmawtLTU4NOon5yEGnTIp3k8Htx4441wOp0ol8t44oknrNIvJ3a2Tkis7tChQ5w9TqfTPINtYGAAtVqNS5d37tzZIJhDNkKBFR2uBAIBDgZtNhuPstDFiV4LEi2h97nL5YLH48HKygpOnTqFH/7whw37TQqGSqUSkskkzp49i56eHi4P1ZVk9XJGug5Ye6+fOHECc3NzKJfLrOje09PDe1ayRz05MTExwaXJ5XIZiUSCK7Eo4KWDI8pANo+8ooCvs7MTe/fuRSwWg91uxz/90z9xmWiLedN2ti41S9M0PwPgM01XXwBweD2P205Qs3O1WsWNN97IZRWGYcBut7NKz+zsLDsFKguh1LPe91UqlRoUd2jQKp0wkrRqc3AHgId7F4tFHkqZzWYRj8d5Jk9XVxcbiP7mpqbceDzOz0E12np5pC6YQmum0lC6TD1uugHTSc3Kygqy2SwLq2QyGZw5cwbT09NcR+1wOLiUxTCMhuHg9LxKKa6lHhoagt/vx/T0NCYnJ60SyG0oYmvWxqns2OewY+4zNdgffTuiX5CSy3ZE7GzNp5GS2/79+1mdMZ/Ps4BBZ2cn4vE4uru74XK52KdRCZM+yJfmipJPo7LCdDrNwZ/b7UZvb+8laymVSqxwScPLTdPkcrDJycmG7AX5NOqpWV5extLSEpeh6VUruk/TfVWtVmvwaTS3lcrFdH9Nrxf5KVLzGx8fZyVo8mm0yaT5X83S5+TTurq60NvbC6/Xi9nZWa7w2U5czXZGWgAXLlxAf38/Z4SWlpZY0yASiXD5Mo3KINER/f2qlxKSneo9oIZhIJFI8JzC19JjICG7Wq3GmTSqInO5XNizZw/sdjumpqawsLDAZdc0V472mqlUitt4KEHR/LfrCaRQKMT2GAgE4PP5eP4coaub09zGfD7PbUqUbdMPZ2j/SH8DZb71DJ/H40EoFEJPTw9XylkkkHtLrHc0gQBwaQnNvqjVashms0in03C73fD5fFhaWuKGaL1Wnmrx9XppUtqiQK5QKLAB0clfIBBoKA0pFApcJkNzeOx2O6rVKg8eDwaDXO4BrKlXkkQzySKTQQ8ODiIcDnPwqZeTNJd9Up00ZeKanSQZGNWHk8rkysoKMpkMD7ikWmc6XQHWmlX1Iav0/DabDX6/Hz09PRgcHMTy8jJmZ2dx4cKFrfmnC1cnSqHj+mtg77r8gfFLhx/ATeoeqOcPAAA6Zhawuri4lSsUhHVDZVwOhwM+nw+1Wg25XI5LDr1eL1KpFPsH8ml66aM+i4oyYhTI0Yk+9Y7RrFLahK6ursLhcMAwDCSTSbjdbvZpKysrnO2jQcFU6kn+TB95QPPk+vr6EAwGG9bWLE1O0PwrvbpE780DwBm95eVlGIbBPUT5fB4TExMsIEY+je6nD0bXn5+qTCKRCPr6+lCpVLCwsMBqz8L2gbK/4XCYS3fpvU37RrI/wzC4wosycYQeuNFeUB8ZQHsvevxmLQabzcYq51ROSYcmVDXW0dGBvr4+2O12FkGisVQ0FqBYLMJms/Ha6TCf1kB/M+3laM0k4kKtNPS8dF/gYracFNOprSefz/O8ZbIffQSBzWZjPQj9seh3fr8fsVgMTqcTS0tLmJ+fb9tADlhnmeWGLaINU+Wvxdve9jY+uTx1aq3cyuPx4JZbbuFSlYGBAZbcB9DQH2ez2RpOL30+H6fNqZQFAJ9UFotFzM/P45FHHsH4+DiWlpYQjUZhmiacTidL0pIBFYtFNmp6o1MamzJjdrsdu3fvxoEDB1iWmQxGFzTRA1IADalwct4UmCmlsLi4iKWlJYyNjXG9eCqV4tkm+vy5arWKcrnMp5fUYAusNYb39PTwME6n04mvfvWrVuwp2LAyy41CyizXR4fXiz88+X0cdtpf93ar5tqJ+w2f+zgG//jIViztqmajyiw3iu3k0w4dOoRAIAClFM6dOwcAXGZJ/d69vb2coQMuqtHpPo38mtfrbRARodtWKhXukUun07j22muRSqWQTqcRCoXYp9F4H92nPfHEEzhx4gRXmADgfm56jpGREYyOjqKnpwdOp5PLJGkTSHsh3afppV7U866XaNImeHx8HG63G8ViEZlMBqlUitdAs7Moi6ELMOjlYNFoFMPDwzzq4MEHH+SDXQshdrbB0L6QBn2TMAr1oNH4i0AggMHBwYYxVLRf0tVZKQgkIRPKUNHhBEGVWt/73vfgdrtZzG/nzp3o7e1Ff38/95lRZp72ctVqFV/72tdw4cIFPtAIBAKIRCLYtWsXK5fXarWGPSwFh3rv3OV6aJuhzOH4+DiLyZDYHtkt2SU9LiUPqLeVylQdDgf6+/sRjUbR3d2N5557DouLi8jlcpvy/32LbG2ZpXApr776Knw+H7q6unDgwAEsLi4ilUrhxIkT8Pv9CAaDqFarPGScTheb5ZEBNLwZKWVNmSqShtZPHmj226233or5+XmeEUIOhYZtRyIRhMNh7Nu3r0G+9dSpU8jn86waqZRq6PPTT1jo9EcP7Mjp0YeMbqB6o3etVsPs7CwPddTLOCmIJedPz2uz2bC6usry10NDQ/D5fIjH4zh58qQVnZ6wTXGg9oa36VRr7/tP/Otv4y8O/TPs+PmXN3tZgrApnDt3Dl6vFz6fD6Ojo0in08hkMjh16hT7umq1ikgk0jCPrdmnUeZKL7u02+08FJh8GilimqYJr9cLt9uNgwcPIpFIIJvN8tgfCqjK5TIOHTqEa665BsePH2dVyVqthnPnzrEaJfk0CtCa2wd0+XQdKoVs9mkkZEYbyoWFBa6m0cfmkE+jvj7gYoZgdXWVZeb7+vrg9XqRSCRw7tw5Lg0TtjdUWXXu3Dn4/X6Ew2EuuaT+rlgsxu02u3fv5n2ZXqZLBwaU+aZgirLJ+riA1dVV5HI5JBIJzM/PY/fu3RgYGEBvby+mp6dx+vRpTE5ONpQ7AuDDm9HRUcRiMZw6dQoPP/wwpqamWJyESpKpt1bvdSXRFFqvbk+6nZH6K7UepdNpGIbB1WOU9ab7k61RdlK3OT2T7nK50N/fj/7+fhQKBTz//POYn5/fFvtHCeY2GFLoWVlZwa5du7ienwabUiM0AG5MpZNB/U1HTkWvyydjoYyX3svgdrsRCoWg1JpyJjkCwzD4cfQabDopIeUwABgYGEAymeQRCpRCDwaDDY5ZD9r0hvXLqYRRoEjOlAZKZjIZ/h2tjxww9RM0N826XC5uku3q6kIymeSeAkGwIr8enMXQTX+HP/rFDyP8vQlU59tP8li4uqES+Gq1iuHhYe67yWQyAMAbLxJhANDQXwbgkgNB3a/poiS0eSuXyzyioKOjg8VYlFIoFArsI6n3mkS39u7dy0EVKd2l02nk83luWSgUCtymQGvRS9Uud7Cq/w3k+6hHjmTSqZxT//vJpzXPtaJNqMvlQigUQigUgt/vRyaTwcLCAhKJxGb9OwULUq1WkcvluJfL5/Px4UI2m4XD4eBDEMMwGgbVAxf3X3q5pf4eBC7uIfX3brlcRnd3N6LRKA8vz2azbCu0X9UDLupzJWGWqampBjGfYrHIyQfqFW3O2NN69N5VoHF2MK2RxnLQyBFSq9U/X2htdGCi7yGp2ozGk0SjURQKBSwuLiKRSFwirNeuSDC3CZBa47lz57Bv3z6Mjo7ixRdf5IGiqVQKlUoF3d3dqFQqiMViDalz+qD3eDwALpaT6ClleqOTs+rt7eWTiEwmwxKx5XKZv2ezWc6Kzc3N8QwPUtA8dOgQZmZmcOHCBWQyGUxMTKBcLuPgwYO8FnK6VDJDhk4fEnqqnLJ+9CFCJyyTk5M8N8VutzfM/9EDQgoy6fKOHTswMjKCrq4urK6u4vHHH+f+O0HYClTTqf2V8JOeMn7yv38eP/7xfwvPNxMyukBoOygrMD4+jtHRUYyMjODVV1+FYRjIZDLIZDKoVqsIhUKIRqNc6g80nsBTcEabMP0znwI7KlXs7u6Gw+HgYdxUUr+8vAyHw8EHjrVaDfPz8+jo6MBtt92G73//+1hZWYHL5cJ1112Hubk5TE9PwzAMTE9P8zBxGmROARxtcnXfoweZ9HvaKCql2K/Ozs6yT6N+HL3qBbjox/SysP7+fq4yWV1dxfHjx5HNZrf0fytYB8MwkM/n8e53v5vFO86fP49CoQCfz4ehoSFW/I5Go5dktijz3Fw6rPegARfn3iWTSXzoQx/iskifz4d9+/bBMAxMTk42ZLlJSCSbzSIYDMLr9SIQCOCee+5BpVLBxMQEFhcXMT09jZ07d8Lr9V5SOkl9pnpSAADbDe2DSRE3nU7z/DhaL5WPUruQnpGkUmhdIMY0TbhcLvT19SESiSAWi+E73/kOH0ZtF6RnbhOh8QM0jf6mm25CIBDgOSE0NmD37t2IRCKs4qNn6ihdTUagl4PE43EsLS1hbm6uoTTENE2e+was9ZiRghIZks1mQywWQ7lc5nkesViMh7sWCgXMzs7y2ISRkRGEQqEGyVjdOVE6nyRu6TSJhlhOTEzg/PnzSCaTyOVyPHbA5XKhUChwWnx5efmS9DvVYu/bt4/LbE6dOsXlORbGUv0FgPTMrYfkr70dn/7k1/CTnizs6s0HdU+WgY88/8sY+YWXNmF1VzfSM7c10EaRRtRcd9118Pl8yGaz7NOCwSCGh4d5w0dlVvp4G/re7NMWFxfR3d2NG264AcFgsEH4ijIFJLhCvTq0YbPZbIhGo0gmk5iYmMBTTz2FSCTCPq1YLCKRSHDvz+DgIMu/N/et0wa2UqmwYh6pedImdWZmBhMTE8hms+zTXC4XnE4nb3xpjc0+jVouRkdHWeTl7NmzKJVKl2QELYbY2Rbgcrlw4MABjIyMIJPJYHZ2ljNIwWAQ0WgU/f396O3tvaT8l9Cv17NYq6urKBaLvHf8xCc+wQPuafZwpVJBtVptGCmilz/v2LGD58l1dnbCMAy8+uqreOmll1hR0263IxQKsT7E5bJwANj2dREjEjihwxIqq6TWGxJKIc0HCjab1T4dDgc8Hg92796Nrq4uFAoFHDlyhG9rYaRnzkrofV8AEI/HUavVMDQ0BGDNOBYWFtDR0YFMJgO/388ytQ6Ho0FRqzlYozQ4GRc5NH24o96HBoBPMuhUw+l0Ip1Ocx9DNpvlxlev14tYLAa/388ZOFovlWdSPTSVu5BTor4BSpHT+IZyucwDJ8nBUuaO1q+XbXZ2diIcDvPgVFLrTKVSyOfzW/I/FAQAiP/GO2B7zxJ+2psH8OYDOQB4lwv4+HU/wOf+613Y/T/PYDWZ2thFCsIm0+zTFhYWUKvV0NfXxxuyZDIJpRSy2Sx8Ph8CgQBvvlwuF89+0iEfsnv3bkSjUfj9fgC4rHw/0OjT6OCTfJrdboff78fu3bvx6quvIhAI8FigSCQCr9fL5WP6HD0KxMgXkTIlVdJQIElB5cLCAvfH0UgeEgDTRw/oPq2jowPBYJAHiycSCSSTSe4DEgQAPCaKDgPowJ0O5SlbVSwWeb4c7anowAXAJYEc7RENw4Db7eb5vFSiSL1jVCIJoGHPSNlsAA2ZPsMwOKtHwn+0Z2yu3tIHdutlyKSKSUEclTCTqBHtDynZ0VxKSX8fXabWo2AwiEAgwGWVhUJhM/91LUOCuS1kYmIC1WoVhw4dQqlUQjweRzKZRKVSwdLSEnw+H/r6+liGlj7wyclQFozmwuVyOe4jAC46WlLsodRzpVLhAJF61MixksOir5WVFXR1dcHlcqG7u5vLO2nIeDKZ5A8WcmAAeJ4P1fo7HA4ePZDNZjk1Tul8ANyoq6fH9Q8hh8OBoaEhhMNhOBwOvPDCC0ilUpcMWhWEzULZHejsieKXPvI4/lP4/Lof7xOhSdz3q5/F+x//COwvVbFqGBuwSkFoDTMzM1hdXcV1112HUqnEisWVSgWZTAZer7dh0HgwGOSSQtp86huw66+/Hh6PhzdvtGGjYM1ms/FBIfk58mnk4yijcPDgQTz55JM8vsDhcCASiXA/Dh1iplIpDgApkwislZaS2jL13ayurnL1SblcZlEH3adRBQwFc3QQS363v7+fs4FHjhxBJpOxohKz0GJmZ2cxOzsLADhw4ABCoRAcDgemp6e5tzKfzyMWiyEUCsHj8fCoD6/X2zAGQM/ara6uolwuY3h4GO9+97ths9l4T7WyssIjEICLYzT0Mmm9BBlYC6BmZmbQ1dWFvXv34tSpU5x5p7nJ+pgSPXtGB/nLy8tIp9McoOrBGvXUAher3egzYGVl5ZK+QQo+aXRVLBZDtVrF+Pj4ttZXkDLLLYbeaDSc0e/34/Dhw1hdXUWpVMLc3Byf5jkcDoTDYZ4rR43n+ukMPY6uqqXLKZOTIMOhtLjT6cSOHTswNjbGvXTFYpGbREdHR7nk0+v1cjCpz8OjvgGaIZdKpTAxMYFMJoN8Ps+nq8DahwLdj3r9dEetl9tEIhFEo1EMDQ2ht7cXx48fx9GjRy8ZONkGWKokBZAyyzdL9Y6b8cD9n0Wkw80KlRvB0moBhx/6jxj9jWc37DGvZqTMsrXQQSOV1h88eJA3jZS9o4AsGAzC7/fzQSUA9Pb24oMf/CD3sdBhoB4QkU8jP6cLlnR0dPAonsnJSRZJKBQKeOGFF3Ds2DHs3LmTA0Kaa9Us7kAbYPJpmUyG++2KxSI8Hg9nFGgDbJomZxDIjzX7tHA4jHA4jP7+fkQiEZw8eRIvv/xyO861EjtrAUop9Pb24vbbb+fZcFR+qQvHkdo3qaVTplrP+pbLZdx1112IRqMNh/66WJ0u1KML/5Bt0BfZGFVgFYtFfOlLX2IVWqfTiZGRkQa7IeEVug8dgMzNzfF+lbKLVNKtH47oMySbxYVcLhcHcUNDQyiVSkilUvjRj37U0L/aBkiZpdWh00YAXIZ44sQJ7NmzB7FYDMFgELlcDqVSCcViEfF4HAsLCxxYARfr+j0eD5+q6MpANIicjIFqrfXbAmvKm9FoFD6fD+l0mk85l5eXMTc3x4EhqR3RwEoqidEDyEqlgnQ6jWw2y9flcjk2OkJXHCIDpA+jzs5ORCIR7mXweDx46qmnEI/H29HpCdsAs1Ohp9O74Y8b7fTi43d8F5/7yu3Ye98pmHIyL7Qx9PlMB3WvvPIKhoeH0d3djUAggEKhwD0xi4uLXOFBPi2VSmFmZoazXNQLRyf8zT6NAim6LW00DcNAKBSC1+tFJpOB0+nEddddB7/fj6NHj/KBZjgcRiQS4Y0i0DgWh3wcDSmmjSMFbLpP0zMMFGTqSs2hUAi9vb3w+/1wOp04evQoEomE+DThijFNE5lMBs8880xDr+nevXsBgA858vk8lpaWsLS0xJlvur9SCt3d3bjjjjvQ2dnZMH+N0Edn6KWZer8d2SIADuaoBNLj8eD9738/jh07hrm5Objdbk446EEZJS90e6FeWP1vJkEk/WCE1Cqp7Bm4ODKBZvL5/X6eO0nietsdCeZaCL2pp6enEYlEuPSCapWp5rhSqXADKBkbvXGb58BRHxr9TM4OQMNARSqvDIVC6Ojo4GGO5NAoENMlmukDoKOjA8vLyyxHS8qWuVyODY1OiugUhbKFzY6PIEGU3t5erss2DAPnzp2TEhShZdjyK/ijpWtxX+jYhgd1vxW+gPf9xEl87Cf+PdwvTaMaFzlyob2hapD5+XmEw2H2abT5Ix9CPo0yAtVqFS+//DL27dvXoOIM4BKfRo9Bjwdc9GnFYpFH6VAVSl9fH3w+H86cOYN4PN4wU0oP5paXlzlLQBkEmlFHh4/Ux0PtDPrfTV+0dmpl6OnpYZ+Wz+dx4cKFbTHXSthaSqUSJiYm+GebzYa9e/eyCiQFVBRg6RVUwMX9YF9fH1dI6UPF9cegYI6CLELPiOuPT/u7jo4OHDx4EPPz8zwShFReaX9J99cDrGbxFgB8G7I3ek59D0mfLQ6Hg7OSdrsdKysrmJycvKr2jlJmaUGCwSB27NiBW2+9FQ6HA4ZhIJVKYXx8nOfYra6uwul0sgolZevIoMiR2e12lm8GwAZFhkRp9kKhwIZNBkKOzTCMhgHeJA9NX3SSqTe50s/NJ0N66SeVnLrdbgwODiIWi2FwcBBPPvkkZmdnt4N0rKVKUgAps3yrvONEBZ/pfmXTHv/GP/53iP2vI5v2+NsdKbO0NjQU++DBg3A4HMjn88hkMpiamuI5dqurq/joRz+K0dFRRKPRBuEE2gxSqWY+n79kA0ubVuptKxQKDeVaNpsNDz30EMv/6z6R+nAo0NRLzfS+vmZFPgAc5AEXfZrL5UJvby+6u7vR39+PZ599FvF4HEb798iKnVkM6mMrFAq47bbbEAwGYZomDMNAqVRCqVRihcqenh7ce++9rDJJ8xb1FhYS3Ovo6GA7o/c9VVbpWTEaJaAHdtRH97nPfY4POSiQ0w/z9efVZ9BRkoIOaeg2SinOKJIgC40cCIVCGB8fx/z8PKanp7f4v7DhSJnldiCXy2FsbAzxeBw333wzkskkFhYWcP311yOfz/NsOZJwXV5eRiAQQFdXF/fVkeFRrTQZBhmpbnx0IpnL5eDz+TglTiUpFNzRKYmu1kUnOBSkNQdvdJlONvUZel1dXYhGo+jr60OtVkM+n8dDDz0EwzDk5FKwFE9/9Fbs/uC7cP6Dn2/1UgSh7cjn8zyH6vrrr0c6nUYymcS1116LfD6PUqmETCaDRx99FNdeey1uv/12LpfSM3WmaXLbgF5iRf6KNpuU8aM+t0Ag0NDzTYp4lKGgA1JdNIL8XHPwBlz0aXrVCvWbB4NBzn4UCgU8+uijDaOCBGEjoeAGAE6dOsX9pW9/+9t5lvH8/Dyy2SxnyEk9tVwuc7mxflDRPHi8uT9VL5mkai59lBaJ5A0ODvJM5Hw+z7MZqeJMTybpqrVUuqnvI2nUQCAQ4NEeFLgWCgUcO3aMK8GuRiSYsyDkhIrFIiYnJ2EYBrLZLJLJJJeA9PX1IZVKsfqP3iDu9/sb1IOaH1tPrRP6iQnJNlMQR+MH9Fpl+qJTScr20SmK/kWKX/RYNF+OZvBlMhmUSiUYhsFqmIJgJdSRExjoPozDoz8PAPg3u57GfV3bVxlLEDYS8i3lchkzMzMoFAp8KElz2GKxGFKpFGZnZ/Hiiy/C4/Fg165d2LFjBwso0GMRuo8hpUv9d7o4BG02vV4vDyOn39F33afpA8KbfRop+1HGz+VysVKzzWbjChrDMLC0tLTlr7dw9aCrwdLIJqUUFhcXeZ9XLpd51NXs7CyKxSK6urqwY8cOnsVGGT49eNNpFkShQE9fR7VabcjsZTIZtk+/38+qsG63u+GQnw5V9DYdChpJXVMfiQWs9edms1ksLy/zQPGrGQnmLM4rr1ws7TpyZK0Mq7u7G3fffTfm5uaQSCR4TEG5XEY+n4fP57ukR01vNG3OntEppdPphGma3CdAoxEcDgeXRjocDu51oCBO733IZrMNBkoiKr29vSxLHQwGYbPZEI/Hcf78eZw5c6adVIaEqxT3t38E97fXLv/JX/4UfvEDf7F2vXJsqNKlIGxnxsbG+PKxY8cAAOFwGHfeeSc8Hg+WlpbwrW99C7VaDe95z3tgs9kwMjLSMMpAz4rRsGMAHGjpbQYk6kXjEEKhEOx2e8NMLTrRp0NJXXSBesGbfVo0GuVqmEAgAJvNhkQigenpaZw/f158mtAyTNPE0aNHAawFYV6vl8cbHDt2DIlEAjt37uTMXTQahdPphM1mayhr1NHbZoCLc4v1ntJqtcpB4fLyMk6ePAkAiMVi2L9/PyqVCgsBud3uBjXLdDrN2UIaO+J2uxGNRuH1evnApLOzExMTEzh9+jSy2ezWvKBtgPTMtSEUeNVqNUQiEezZswdKKZ4VR+WSgUAAvb298Hq9qFQqrJCpp9PpBIbmdtDjd3V1YX5+HqlUCtls9hLj1k+DTNOE1+vF7t27EYlEOPNGDpaCvDNnziCdTrMSmV5/vU2xVH8BID1zG0VnJAwVWBu94f1aHn+76x/X9XjSM7c+pGeuvSElu1qthlAohJGREQBgca18Po8PfehDuP7661l2nWafUmUK9f4AYL9CPq2zsxM+nw9f/OIX8cMf/vCyvWu6PzNNEx6PBzt27EA4HOZKEt2n5XI5XLhwgbMDQKNa8zZF7KwNoUP7UCiEw4cPw+12o1KpoFAo4M477+SB9zTQnsYa0IiP5pJHPXtH+zcK6Ox2O44ePYoTJ07g8ccfB3BRfKW5bJIeC1hLFESjUQwODvJYK7Lx06dPI5fLNahqvlbQuU2QnrmrgVqtxn0DhmFgamoKANgQSqUSS0HPzc3x0HGXywWv19uQQieno59sAmtjCzKZDDKZzBUN6S4Wi5ibm0M2m+XBjvr8nmKxiGQyyVk8QWhnVpMpIJkCAIx9/e3Ys2cUAPA3P/tZ3Ox0XPHjzFfzeOc3fxt7jhff+MaCsE0xTZP9TC6X4+G+oVAIfr8fdrsdZ86cQSKRgM1mwzvf+U4Eg0E4nU74fL6G8Tbk00zT5HE7KysreOyxx3Du3DkYhnFFKnelUokHM1P5pO7TKJtQKpW284GksA0gGzAMA2fPnuUy49XVVYyPj3NG++abb2YVSto3UgaOMtW6aiuABn0F2vtNTU3h9OnTfBtdJOi1qNVqSKfTPC+O9qnLy8sskiS8NhLMtTmUjQMAn8+H4eFhhMNhDqyWlpb4xKW7uxs+nw+VSoVrkvXTSKJWq2FpaQmGYVxRIAeAm2wF4Wqj+6+eQXf98ud/7N24J9o4CNzfUcZhp/2S+01V8/iGcQOu+d2XUCtKMCcIALhfHFgbwTMwMIBgMIiJiQkYhoFCoYBQKMS+zuv1YmVlBbVaDT6fj30ZVaAsLy/DMAw88sgjiMfjV7wpXFlZwcLCwqb9nYKw1ZTLZZw9exbAWpmk1+vFmTNneHzU/v37kU6nOTiLxWKcldZnwAFosDO9xy2fz2N6ehqTk5Nvam3VahXZbFZKJ98iUma5zaB09rXXXouenh6EQiGk02kYhoFMJsOnIw6HAwMDA9xMSrXKpGT5gx/84JIGWOFNY6mSFEDKLDcbZXcAHU3S5bfsw3f/7v5Lbrvz4ftwzSdehLkiyq3rRcosty+0Sdy9ezf3qeVyOeTzeRiGwZUevb29+PSnP82n+uVyGcvLyzh+/DieeuopHDlyRHza+hE722ZQ6aLH48Hdd9+NcrmMTCaDCxcuoFQqwWazIRAI4Pd///fR3d0Nr9cLp9PJOg104K+UgmEYuO+++1Aul7dzCeRWsPFllkqpLwN4P4AF0zSvq18XBvA3AEYATAD4oGmaabX2rvgLAHcBKAL4sGmax9/MgoT1QfM8JiYmEI/HeX5OKBTCwMAAfD4fK3RVKhWkUmulYi6XCxMTEzxuQJze1iO21v5cLjCznZ7CLb//0UuuH32lKIFcCxA7ay9oFtXs7CwWFxfhcDiwsrKCQCCAnp4e+Hw+ziQ8+OCDvLl0uVwYGxvD4uIilpaWxKdtMWJn7QEFXeVyGU899RTvIfP5PAYGBrhl5oEHHuDRAHfeeWdDOfOTTz6JeDyOeDwugVyLuJIyy/sBfA7AV7XrPgngH03T/BOl1CfrP/9nAO8DMFr/ug3AX9W/C1sIDYzUm7w7OjrQ3d3NP6+srCCTyXBTqc/nQyqVkn621nI/xNa2HavJFCJffKbVyxAucj/EztoK0zSRy+UarlNKIRwO8++LxSKef/55nmfl9Xpx9uxZ8Wmt436InbUNq6urmJmZueR66nc7duwYTNNEV1cXdu7c2SBGcvz4cUxNTckYjhbyhsGcaZpPKqVGmq7+AIDb65e/AuD7WDPIDwD4qrkWlj+rlAoqpfpM05RmqhZDpyaCdRFbE4TNR+xse7C4uIjFxcVWL0N4DcTO2h99jAiRy+Xw9NNPo1qtolAoYGFhAVNTUyIC1GLeqgBKTDOyOIBY/fIAgGntdjP168QgBeGtIbYmCJuP2JkgbD5iZ21OsVjE008/zeMJqtWqBHIWYN1qlqZpmm+lCVUpdR+A+9b7/IJwtbARtuaCZ8PXJQjbCfFpgrD5iJ21J7VajRXUBevQ8cY3uSwJpVQfANS/k37vLIAh7XaD9esuwTTNL5imeYuVlJEEwYJsqK3Z4bzcTQThakd8miBsPmJngrAJvNVg7mEA99Yv3wvg29r1v6zWeBuArNQ8C8K6EFsThM1H7EwQNh+xM0HYBK5kNMEDWGtYjSqlZgB8BsCfAPhbpdSvAZgE8MH6zR/FmrTsGNbkZX9lE9YsCNsSsTVB2HzEzgRh8xE7E4StQ4aGC8LmYakBq4AMDRe2JzI0XBC2BLEzQdh83rSdvdUyS0EQBEEQBEEQBKGFSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhkgwJwiCIAiCIAiC0IZIMCcIgiAIgiAIgtCGSDAnCIIgCIIgCILQhrxhMKeU+rJSakEpdVK77s+UUqeVUi8ppb6plApqv/tdpdSYUuqMUupfbNK6BWHbIbYmCJuP2JkgbD5iZ4KwdVxJZu5+AO9tuu4fAFxnmuYNAM4C+F0AUErtB3APgAP1+/xvpVTnhq1WELY390NsTRA2m/shdiYIm839EDsThC3hDYM50zSfBJBquu67pmlW6z8+C2CwfvkDAP7aNM1l0zTHAYwBOLyB6xWEbYvYmiBsPmJngrD5iJ0JwtaxET1zvwrg7+uXBwBMa7+bqV93CUqp+5RSR5VSRzdgDYJwNbBuW1vB8iYvURDaHvFpgrD5iJ0JwgaxrmBOKfUpAFUAX3+z9zVN8wumad5imuYt61mDIFwNbJSt2eHc+MUJwjZBfJogbD5iZ4Kwsdje6h2VUh8G8H4Ad5imadavngUwpN1ssH6dIAhvEbE1Qdh8xM4EYfMROxOEjectZeaUUu8F8DsA7jZNs6j96mEA9yilnEqpnQBGAfxo/csUhKsTsTVB2HzEzgRh8xE7E4TN4Q0zc0qpBwDcDiCqlJoB8BmsKRA5AfyDUgoAnjVN89dN0zyllPpbAK9gLYX+MdM0Vzdr8YKwnRBbE4TNR+xMEDYfsTNB2DrUxSx3CxehVOsXIQgbzzGr1fUHVNi8Td3R6mUIwobyhPkNS9ma+DRhmyJ2Jgibz5u2s41QsxQEQRAEQRAEQRC2GAnmBEEQBEEQBEEQ2hAJ5gRBEARBEARBENoQCeYEQRAEQRAEQRDaEAnmBEEQBEEQBEEQ2hCrqFkuAigAWGr1WupEYZ21ALKe18NKawEa1zNsmmZ3KxfTjFIqB+BMq9ehYaX/n5XWAlhrPVZaC3Dpeixla+LT3hArrcdKawGstR6xszeHlf53gKzn9bDSWoB17h0tEcwBgFLqqFUkb620FkDW83pYaS2A9dbTjNXWZ6X1WGktgLXWY6W1ANZbz+Ww0hqttBbAWuux0loAa63HSmt5Lay0RiutBZD1vB5WWguw/vVImaUgCIIgCIIgCEIbIsGcIAiCIAiCIAhCG2KlYO4LrV6AhpXWAsh6Xg8rrQWw3nqasdr6rLQeK60FsNZ6rLQWwHrruRxWWqOV1gJYaz1WWgtgrfVYaS2vhZXWaKW1ALKe18NKawHWuR7L9MwJgiAIgiAIgiAIV46VMnOCIAiCIAiCIAjCFdLyYE4p9V6l1Bml1JhS6pMteP4hpdT3lFKvKKVOKaV+o379HyilZpVSL9a/7tqi9UwopV6uP+fR+nVhpdQ/KKXO1b+Htmgt12h//4tKKUMp9Ztb+doopb6slFpQSp3Urrvs66HW+Gz9vfSSUurQFqzlz5RSp+vP902lVLB+/YhSqqS9Rp/fyLW8FVppa1azs/pzW8LWxM6ueD1tYWvi0y5ZjyXsrP68LbU1sbONQ+zssmuyhK212s7qa7CMrW2JnZmm2bIvAJ0AzgPYBcAB4ASA/Vu8hj4Ah+qX/QDOAtgP4A8A/HYLXpMJANGm6/4bgE/WL38SwJ+26H8VBzC8la8NgHcBOATg5Bu9HgDuAvD3ABSAtwF4bgvW8s8B2OqX/1Rby4h+u1Z/tdrWrGZn9XVYztbEzl53PZa3tVbbWX0NlrI1K9qZ9r/aUlsTO9vQ/53Y2aVrspytiU/bGjtrdWbuMIAx0zQvmKZZAfDXAD6wlQswTXPeNM3j9cs5AK8CGNjKNVwBHwDwlfrlrwD46Ras4Q4A503TnNzKJzVN80kAqaarX+v1+ACAr5prPAsgqJTq28y1mKb5XdM0q/UfnwUwuFHPt8G01NbaxM6A1tvaVW9nr7WeNrE18WlXRqvtDGiBrYmdbRhiZ1dOq23tqvdpW2FnrQ7mBgBMaz/PoIXGoJQaAXATgOfqV328ngL98laVgQAwAXxXKXVMKXVf/bqYaZrz9ctxALEtWovOPQAe0H5uxWtDvNbr0er3069i7XSH2KmUekEp9QOl1I9v4TouR6tfG8YidgZY09bEzq4Mq9qaFV4bxiK2ZkU7A6xja2Jnbx4rvDaMRewMsKatWcXOAOva2rrtrNXBnGVQSvkAPAjgN03TNAD8FYDdAG4EMA/gz7doKT9mmuYhAO8D8DGl1Lv0X5predgtlSBVSjkA3A3g7+pXteq1uYRWvB6XQyn1KQBVAF+vXzUPYIdpmjcB+C0A/1cpFWjV+qyChewMsJitiZ1dGWJrV4aFbM1SdgZY19bEztoPC9kZYDFbs6qdAdaxtY2ys1YHc7MAhrSfB+vXbSlKKTvWjPHrpmk+BACmaSZM01w1TbMG4P9gLa2/6ZimOVv/vgDgm/XnTVDKt/59YSvWovE+AMdN00zU19aS10bjtV6PlryflFIfBvB+AP+q/gEB0zSXTdNM1i8fw1p9/97NXsvr0HJbs5Kd1Z/barYmdvYGtIGttdzOAGvZmgXtDLCWrYmdvXnEzi6DBW3NSnYGWMzWNtLOWh3MPQ9gVCm1sx7B3wPg4a1cgFJKAfgSgFdN0/wf2vV6vezPADjZfN9NWItXKeWny1hrkDyJtdfk3vrN7gXw7c1eSxMfgpYmb8Vr08RrvR4PA/hltcbbAGS1lPqmoJR6L4DfAXC3aZpF7fpupVRn/fIuAKMALmzmWt6Altqaleys/rxWtDWxs9ehTWxNfFrjWqxoZ4C1bE3s7M0jdnbpeqxoa1ayM8BCtrbhdmZuoarN5b6wpiJzFmvR56da8Pw/hrVU60sAXqx/3QXgawBerl//MIC+LVjLLqypMp0AcIpeDwARAP8I4ByAJwCEt/D18QJIAujSrtuy1wZrHwTzAFawVsf8a6/1emBNiegv6++llwHcsgVrGcNarTW9dz5fv+2/rP8PXwRwHMBPbfV7+zLrb5mtWcnO6uuxlK2JnV3RetrC1lppZ/Xnt4ytWc3O6s/dMlsTO9vQtYudNa7HUrbWSjurP5dlbG0r7EzV7ywIgiAIgiAIgiC0Ea0usxQEQRAEQRAEQRDeAhLMCYIgCIIgCIIgtCESzAmCIAiCIAiCILQhEswJgiAIgiAIgiC0IRLMCYIgCIIgCIIgtCESzAmCIAiCIAiCILQhEswJgiAIgiAIgiC0IRLMCYIgCIIgCIIgtCH/H9TEg/arRnX4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([  1  60 128 128   1], shape=(5,), dtype=int32) tf.Tensor([  1  60 128 128   3], shape=(5,), dtype=int32)\n",
      "arg =  (1, 60, 128, 128)\n",
      "(1, 60, 128, 128, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([  1  60 128 128   1], shape=(5,), dtype=int32) tf.Tensor([  1  60 128 128   3], shape=(5,), dtype=int32)\n",
      "arg =  (1, 60, 128, 128)\n",
      "(1, 60, 128, 128, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([  1  60 128 128   1], shape=(5,), dtype=int32) tf.Tensor([  1  60 128 128   3], shape=(5,), dtype=int32)\n",
      "arg =  (1, 60, 128, 128)\n",
      "(1, 60, 128, 128, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([  1  60 128 128   1], shape=(5,), dtype=int32) tf.Tensor([  1  60 128 128   3], shape=(5,), dtype=int32)\n",
      "arg =  (1, 60, 128, 128)\n",
      "(1, 60, 128, 128, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iter1 = iter(train_dataset)\n",
    "\n",
    "for ori_img,mask in train_dataset:\n",
    "    print(tf.shape(ori_img),tf.shape(mask))\n",
    "    mask = tf.argmax(mask, axis=-1)#1,60,128,128\n",
    "    print('arg = ', mask.shape)\n",
    "    mask = tf.expand_dims(mask,-1)#1,60,128,128,1\n",
    "    print(mask.shape)\n",
    "    \n",
    "    z = 30\n",
    "    plt.figure(figsize=(15,15))\n",
    "    plt.subplot(1,4,1);plt.imshow(ori_img.numpy()[0,z,...],cmap='gray')\n",
    "    plt.subplot(1,4,2);plt.imshow(mask.numpy()[0,z,...])\n",
    "    plt.subplot(1,4,3);plt.imshow(ori_img.numpy()[0,z,...]+mask.numpy()[0,z,...],cmap='gray')\n",
    "    plt.subplot(1,4,4);plt.imshow(ori_img.numpy()[0,z+1,...]+mask.numpy()[0,z+2,...],cmap='gray')\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eee325aa-abd1-4b6a-b20b-8e0fb5970001",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([ 60 128 128], shape=(3,), dtype=int32) tf.Tensor([ 60 128 128   3], shape=(4,), dtype=int32)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.80907154\n"
     ]
    }
   ],
   "source": [
    "iter1 = iter(train_dataset)\n",
    "\n",
    "for ori_img,mask in train_dataset:\n",
    "    print(tf.shape(ori_img),tf.shape(mask))\n",
    "    plt.figure(figsize=(10,10))\n",
    "    plt.subplot(1,2,1);plt.imshow(ori_img.numpy()[33,...],cmap='gray')\n",
    "    plt.subplot(1,2,2);plt.imshow(mask.numpy()[33,...],cmap='gray')\n",
    "    plt.show()\n",
    "    print(np.max(ori_img.numpy()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6c21782a-04a4-4427-b601-0fbeb4004022",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([128 128  60], shape=(3,), dtype=int32)\n"
     ]
    }
   ],
   "source": [
    "#保存nii\n",
    "ori_filename = '../data0_link/yhs_data/NPC/train/image/0000.nii.gz'\n",
    "ori_img = nib.load(ori_filename)\n",
    "img_affine  = ori_img.affine#映射信息\n",
    "\n",
    "for ori_img,mask in train_dataset:\n",
    "    print(tf.shape(ori_img))  \n",
    "    nib.Nifti1Image(ori_img.numpy(),img_affine).to_filename('xxxxx.nii.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0a17848-3676-4b89-973f-a559b26c83e5",
   "metadata": {},
   "outputs": [],
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